GEO Audit — 100-Site Survey — 2026-04-16

Global AI Citation Infrastructure Audit • 8-Signal Protocol • 100-site cohort across 29 industries • ARM only (no Proxy or Measured)
📄 How this was built — download reproduce_this.md   📖 Full code bundle — download reproduce_this.json   ↓ inline summary

Executive Summary

85
Top GEO Score (top10lists.us)
37.8
Mean GEO Score
11
Lowest GEO (avvo.com)
90
S7 Bot Friendly
2
S1 MCP Server
60
S3 Clean HTML

Universal gaps: freshness=0 on majority of sites (stale or missing lastmod), citation_data=0 on ~70% (no JSON-LD citation fields), ai_bot_access=0 on ~12% (active AI bot blocking); ~88% allow access but only 1% explicitly name 10+ bots. High-authority sites (NASA, NIH, MIT) score low GEO but achieve reasonable ARM probe via external brand authority — confirming the two-axis model. SERP floor of 10/60 is a query construction artifact; probe_40 is the meaningful ARM signal.

One-Line Scorecard — Pillars · GEO · ARM · Top Gap

Sorted by GEO desc. ARM = authoritative external (20 queries × 4 platforms = 80 real API calls per site). SERP floor = 10/60 uniform (query artifact; probe_40 is the meaningful signal). Per-platform: P=Perplexity sonar · O=OpenAI gpt-4o-mini-search-preview · A=Anthropic claude-haiku-4-5 · G=Gemini 2.5-flash. ARM bands: invisible (≤35) · fragmented (36–65) · recognized (66–85) · high_fidelity (86–100).

# Property Industry Pillars GEO ARM
per-platform passes /20		 Top Gap
001 top10lists.us
Click for detail		 Real Estate 8/8 85 48 (fragmented)
measured		 Build domain authority — Wikipedia/Wikidata entry, .gov/.edu inbound links, b...
002 cnn.com
Click for detail		 News 2/8 60 48 (fragmented)
P:6 O:5 A:9 G:8		 Unblock AI bots — Disallow: / for GPTBot, ClaudeBot, PerplexityBot in robot...
003 coursera.org
Click for detail		 Education 3/8 59 64 (fragmented)
P:12 O:9 A:11 G:11		 Unblock AI bots — Disallow: / for GPTBot, ClaudeBot, PerplexityBot in robot...
004 nytimes.com
Click for detail		 News 1/8 59 34 (invisible)
P:5 O:4 A:3 G:1		 Unblock AI bots — Disallow: / for GPTBot, ClaudeBot, PerplexityBot in robot...
005 nasa.gov
Click for detail		 Government 2/8 63 80 (recognized)
P:17 O:16 A:10 G:17		 Publish /.well-known/mcp.json, /llms.txt, and an AI content feed (/for-ai or ...
006 bbc.com
Click for detail		 News 3/8 62 28 (invisible)
P:0 O:1 A:3 G:4		 Unblock AI bots — Disallow: / for GPTBot, ClaudeBot, PerplexityBot in robot...
007 homelight.com
Click for detail		 Real Estate 4/8 61 76 (recognized)
P:15 O:9 A:16 G:16		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
008 bbb.org
Click for detail		 Business Ratings 4/8 55 80 (recognized)
P:17 O:16 A:12 G:15		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
009 walmart.com
Click for detail		 Retail 3/8 59 44 (fragmented)
P:9 O:4 A:4 G:6		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
010 fastexpert.com
Click for detail		 Real Estate 3/8 52 62 (fragmented)
P:12 O:8 A:12 G:9		 Publish /.well-known/mcp.json, /llms.txt, and an AI content feed (/for-ai or ...
011 stripe.com
Click for detail		 FinTech 3/8 57 58 (fragmented)
P:12 O:8 A:5 G:13		 Update sitemap lastmod dates — 80%+ of URLs within 90 days unlocks full Fresh...
012 apple.com
Click for detail		 Technology 2/8 56 44 (fragmented)
P:8 O:6 A:4 G:6		 Publish /.well-known/mcp.json, /llms.txt, and an AI content feed (/for-ai or ...
013 edx.org
Click for detail		 Education 3/8 55 62 (fragmented)
P:13 O:9 A:6 G:13		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
014 elevenlabs.io
Click for detail		 AI/Tech 4/8 55 62 (fragmented)
P:9 O:7 A:13 G:13		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
015 shopify.com
Click for detail		 eCommerce 4/8 54 56 (fragmented)
P:12 O:8 A:11 G:5		 Update sitemap lastmod dates — 80%+ of URLs within 90 days unlocks full Fresh...
016 theguardian.com
Click for detail		 News 2/8 48 44 (fragmented)
P:1 O:9 A:5 G:8		 Unblock AI bots — Disallow: / for GPTBot, ClaudeBot, PerplexityBot in robot...
017 harvard.edu
Click for detail		 Education 2/8 53 54 (fragmented)
P:10 O:9 A:7 G:8		 Publish /.well-known/mcp.json, /llms.txt, and an AI content feed (/for-ai or ...
018 yardi.com
Click for detail		 Proptech 3/8 53 40 (fragmented)
P:8 O:4 A:3 G:4		 Publish /.well-known/mcp.json, /llms.txt, and an AI content feed (/for-ai or ...
019 appfolio.com
Click for detail		 Proptech 3/8 52 58 (fragmented)
P:8 O:9 A:12 G:9		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
020 espn.com
Click for detail		 News/Sports 2/8 47 56 (fragmented)
P:12 O:7 A:9 G:7		 Unblock AI bots — Disallow: / for GPTBot, ClaudeBot, PerplexityBot in robot...
021 forbes.com
Click for detail		 News/Business 2/8 51 50 (fragmented)
P:3 O:9 A:7 G:11		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
022 salesforce.com
Click for detail		 Technology 1/8 51 60 (fragmented)
P:15 O:8 A:6 G:10		 Publish /.well-known/mcp.json, /llms.txt, and an AI content feed (/for-ai or ...
023 github.com
Click for detail		 Technology 3/8 50 56 (fragmented)
P:13 O:7 A:4 G:12		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
024 airbnb.com
Click for detail		 Travel/Tech 2/8 44 52 (fragmented)
P:10 O:6 A:7 G:8		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
025 statefarm.com
Click for detail		 Finance 3/8 49 50 (fragmented)
P:9 O:5 A:6 G:10		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
026 npr.org
Click for detail		 News 0/8 43 36 (fragmented)
P:2 O:4 A:7 G:3		 Unblock AI bots — Disallow: / for GPTBot, ClaudeBot, PerplexityBot in robot...
027 turbotenant.com
Click for detail		 Proptech 3/8 43 60 (fragmented)
P:15 O:10 A:14 G:0		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
028 substack.com
Click for detail		 Publishing 2/8 42 56 (fragmented)
P:12 O:5 A:7 G:11		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
029 bankofamerica.com
Click for detail		 Finance 2/8 46 58 (fragmented)
P:15 O:7 A:7 G:9		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
030 who.int
Click for detail		 Nonprofit/Health 3/8 45 72 (recognized)
P:14 O:13 A:8 G:17		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
031 progressive.com
Click for detail		 Finance 2/8 45 58 (fragmented)
P:11 O:10 A:6 G:10		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
032 jstor.org
Click for detail		 Academic 3/8 40 66 (recognized)
P:15 O:10 A:10 G:10		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
033 census.gov
Click for detail		 Government 1/8 44 92 (high_fidelity)
P:19 O:17 A:16 G:19		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
034 linkedin.com
Click for detail		 Technology 2/8 38 40 (fragmented)
P:1 O:7 A:6 G:6		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
035 indeed.com
Click for detail		 Employment 2/8 38 72 (recognized)
P:15 O:11 A:8 G:17		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
036 data.gov
Click for detail		 Government 2/8 43 68 (recognized)
P:18 O:17 A:15 G:17		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
037 cloudflare.com
Click for detail		 Technology 2/8 42 64 (fragmented)
P:13 O:8 A:9 G:14		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
038 wellsfargo.com
Click for detail		 Finance 2/8 42 62 (fragmented)
P:14 O:8 A:8 G:12		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
039 cdc.gov
Click for detail		 Government 1/8 42 78 (recognized)
P:17 O:14 A:12 G:15		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
040 supabase.com
Click for detail		 Technology 3/8 41 52 (fragmented)
P:9 O:5 A:6 G:11		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
041 buildium.com
Click for detail		 Proptech 2/8 41 62 (fragmented)
P:9 O:9 A:11 G:13		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
042 martindale.com
Click for detail		 Legal 2/8 41 62 (fragmented)
P:12 O:9 A:10 G:10		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
043 bankrate.com
Click for detail		 Finance 2/8 40 84 (recognized)
P:20 O:12 A:14 G:17		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
044 wikipedia.org
Click for detail		 Reference 2/8 40 68 (recognized)
P:15 O:14 A:7 G:12		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
045 wikidata.org
Click for detail		 Reference 2/8 40 66 (recognized)
P:12 O:12 A:9 G:13		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
046 stackoverflow.com
Click for detail		 Technology 2/8 39 36 (fragmented)
P:1 O:2 A:4 G:8		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
047 apartmentlist.com
Click for detail		 Proptech 2/8 39 72 (recognized)
P:16 O:10 A:13 G:12		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
048 microsoft.com
Click for detail		 Technology 2/8 39 46 (fragmented)
P:7 O:5 A:5 G:8		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
049 netflix.com
Click for detail		 Entertainment 0/8 33 52 (fragmented)
P:7 O:8 A:6 G:10		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
050 notion.so
Click for detail		 Productivity/SaaS 3/8 38 4 (invisible)
P:1 O:0 A:1 G:1		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
051 nerdwallet.com
Click for detail		 Finance 2/8 38 68 (recognized)
P:12 O:13 A:13 G:9		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
052 anthropic.com
Click for detail		 AI/Tech 2/8 37 42 (fragmented)
P:7 O:4 A:5 G:5		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
053 fidelity.com
Click for detail		 Finance 1/8 37 64 (fragmented)
P:15 O:8 A:10 G:10		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
054 x.com
Click for detail		 Social/Tech 1/8 32 46 (fragmented)
P:9 O:7 A:7 G:3		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
055 huggingface.co
Click for detail		 AI/Tech 2/8 37 58 (fragmented)
P:5 O:10 A:11 G:12		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
056 lendingtree.com
Click for detail		 Finance 2/8 36 60 (fragmented)
P:8 O:9 A:12 G:11		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
057 hud.gov
Click for detail		 Government 1/8 36 78 (recognized)
P:17 O:12 A:12 G:16		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
058 chase.com
Click for detail		 Finance 1/8 36 68 (recognized)
P:14 O:10 A:10 G:13		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
059 openai.com
Click for detail		 AI/Tech 2/8 36 54 (fragmented)
P:9 O:9 A:5 G:11		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
060 realpage.com
Click for detail		 Proptech 2/8 35 50 (fragmented)
P:9 O:6 A:8 G:6		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
061 w3.org
Click for detail		 Nonprofit/Tech 1/8 35 58 (fragmented)
P:19 O:13 A:9 G:17		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
062 facebook.com
Click for detail		 Social/Tech 2/8 30 36 (fragmented)
P:2 O:6 A:6 G:2		 Unblock AI bots — Disallow: / for GPTBot, ClaudeBot, PerplexityBot in robot...
063 youtube.com
Click for detail		 Social/Tech 2/8 35 62 (fragmented)
P:16 O:10 A:3 G:13		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
064 archive.org
Click for detail		 Reference 1/8 35 78 (recognized)
P:18 O:10 A:15 G:15		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
065 ratemyagent.com
Click for detail		 Real Estate 2/8 34 72 (recognized)
P:14 O:9 A:15 G:13		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
066 mozilla.org
Click for detail		 Nonprofit/Tech 2/8 34 50 (fragmented)
P:8 O:9 A:2 G:10		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
067 stanford.edu
Click for detail		 Education 1/8 34 42 (fragmented)
P:4 O:6 A:5 G:6		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
068 webmd.com
Click for detail		 Healthcare 2/8 28 72 (recognized)
P:17 O:7 A:13 G:15		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
069 nih.gov
Click for detail		 Government 1/8 32 88 (high_fidelity)
P:17 O:17 A:15 G:18		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
070 google.com
Click for detail		 Technology 1/8 31 58 (fragmented)
P:9 O:5 A:4 G:20		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
071 arxiv.org
Click for detail		 Academic 2/8 31 64 (fragmented)
P:13 O:6 A:11 G:14		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
072 mit.edu
Click for detail		 Education 1/8 30 58 (fragmented)
P:9 O:10 A:8 G:11		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
073 wikimedia.org
Click for detail		 Reference 1/8 30 54 (fragmented)
P:6 O:8 A:7 G:12		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
074 glassdoor.com
Click for detail		 Employment 2/8 30 46 (fragmented)
P:1 O:7 A:8 G:9		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
075 crunchbase.com
Click for detail		 Business Data 2/8 29 56 (fragmented)
P:9 O:11 A:6 G:9		 Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citat...
076 reddit.com
Click for detail		 Social/Tech 1/8 23 46 (fragmented)
P:4 O:3 A:2 G:16		 Unblock AI bots — Disallow: / for GPTBot, ClaudeBot, PerplexityBot in robot...
077 acm.org
Click for detail		 Academic 2/8 27 66 (recognized)
P:13 O:12 A:9 G:12		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
078 amazon.com
Click for detail		 Retail/Tech 1/8 27 50 (fragmented)
P:5 O:7 A:9 G:8		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
079 khanacademy.org
Click for detail		 Education 1/8 27 60 (fragmented)
P:13 O:7 A:7 G:13		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
080 pitchbook.com
Click for detail		 Business Data 2/8 26 46 (fragmented)
P:0 O:5 A:11 G:9		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
081 rentcafe.com
Click for detail		 Proptech 0/8 26 50 (fragmented)
P:8 O:6 A:8 G:8		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
082 medium.com
Click for detail		 Publishing 2/8 20 62 (fragmented)
P:2 O:11 A:11 G:18		 Unblock AI bots — Disallow: / for GPTBot, ClaudeBot, PerplexityBot in robot...
083 perplexity.ai
Click for detail		 AI/Tech 1/8 25 44 (fragmented)
P:8 O:3 A:7 G:5		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
084 yelp.com
Click for detail		 Reviews 2/8 25 40 (fragmented)
P:4 O:7 A:8 G:0		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
085 tripadvisor.com
Click for detail		 Travel 0/8 19 46 (fragmented)
P:13 O:3 A:9 G:1		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
086 wsj.com
Click for detail		 News 0/8 24 40 (fragmented)
P:4 O:2 A:4 G:10		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
087 rent.com
Click for detail		 Proptech 0/8 24 66 (recognized)
P:17 O:14 A:17 G:18		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
088 ieee.org
Click for detail		 Academic 0/8 24 64 (fragmented)
P:13 O:9 A:10 G:11		 Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service,...
089 realtor.com
Click for detail		 Real Estate 1/8 19 98 (high_fidelity)
P:19 O:19 A:19 G:20		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
090 fda.gov
Click for detail		 Government 1/8 23 84 (recognized)
P:19 O:15 A:11 G:19		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
091 uber.com
Click for detail		 Technology 1/8 21 56 (fragmented)
P:12 O:8 A:3 G:12		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
092 costar.com
Click for detail		 Proptech 1/8 21 46 (fragmented)
P:8 O:7 A:9 G:1		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
093 sec.gov
Click for detail		 Government 0/8 20 74 (recognized)
P:17 O:10 A:12 G:14		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
094 bloomberg.com
Click for detail		 Finance/News 0/8 15 34 (invisible)
P:0 O:3 A:5 G:5		 Unblock AI bots — Disallow: / for GPTBot, ClaudeBot, PerplexityBot in robot...
095 imdb.com
Click for detail		 Entertainment 1/8 19 50 (fragmented)
P:8 O:7 A:6 G:8		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
096 zillow.com
Click for detail		 Real Estate 1/8 19 68 (recognized)
P:16 O:10 A:10 G:11		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
097 apartments.com
Click for detail		 Proptech 0/8 18 100 (high_fidelity)
P:20 O:19 A:20 G:20		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
098 redfin.com
Click for detail		 Real Estate 1/8 15 54 (fragmented)
P:11 O:9 A:6 G:8		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
099 healthgrades.com
Click for detail		 Healthcare 2/8 14 78 (recognized)
P:16 O:10 A:16 G:15		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...
100 avvo.com
Click for detail		 Legal 0/8 11 66 (recognized)
P:18 O:10 A:12 G:6		 Increase homepage text content to 3,000+ words (strip-measured) to reach the ...

Score Table

SiteIndustryGEO S1
MCP		 S2
llms.txt		 S3
Clean		 S4
AI Feed		 S5
JSON-LD		 S6
TTFB		 S7
Bot Friendly		 S8
HTTP/3
top10lists.usReal Estate85✓✓✓✓✓✓✓✓
cnn.comNews60✗✗✗✗✓✗✓✓
coursera.orgEducation59✗✓✓✗✓✗✓✗
nytimes.comNews59✗✗✓✗✓✗✓✗
nasa.govGovernment66✗✗✓✗✓✗✓✗
bbc.comNews64✗✗✓✗✓✗✓✓
homelight.comReal Estate61✗✓✓✓✓✗✓✗
bbb.orgBusiness Ratings55✗✗✓✓✓✗✓✓
walmart.comRetail59✗✗✓✓✓✗✓✗
fastexpert.comReal Estate52✗✗✓✗✓✗✓✓
stripe.comFinTech57✗✓✓✗✓✗✓✗
apple.comTechnology58✗✗✓✗✓✗✓✗
edx.orgEducation55✗✓✓✗✓✗✓✗
elevenlabs.ioAI/Tech58✗✗✓✓✓✗✓✓
shopify.comeCommerce54✗✓✓✗✓✗✓✓
theguardian.comNews48✗✗✓✗✗✗✓✓
harvard.eduEducation56✗✗✓✗✓✗✓✗
yardi.comProptech52✗✗✓✗✓✗✓✓
appfolio.comProptech52✗✗✓✓✓✗✓✗
espn.comNews/Sports47✗✗✓✗✓✗✓✗
forbes.comNews/Business52✗✗✓✗✓✗✓✓
salesforce.comTechnology51✗✗✓✗✓✗✓✗
github.comTechnology52✗✓✓✓✗✗✓✗
airbnb.comTravel/Tech44✗✗✓✗✓✗✓✓
statefarm.comFinance48✗✗✓✗✓✗✓✓
npr.orgNews43✗✗✓✗✗✗✓✗
turbotenant.comProptech43✗✓✗✗✓✗✓✓
substack.comPublishing44✗✗✓✗✗✗✓✓
bankofamerica.comFinance48✗✗✓✗✓✗✓✗
who.intNonprofit/Health44✗✗✓✗✓✗✓✓
progressive.comFinance44✗✗✓✗✓✗✓✗
jstor.orgAcademic40✗✗✓✗✓✗✓✓
census.govGovernment44✗✗✓✗✗✗✓✗
linkedin.comTechnology38✗✗✓✗✗✗✓✓
indeed.comEmployment38✗✗✓✗✗✓✓✓
data.govGovernment42✗✗✓✗✗✓✓✗
cloudflare.comTechnology42✗✗✓✗✗✗✓✓
wellsfargo.comFinance42✗✗✓✗✓✗✓✗
cdc.govGovernment44✗✗✓✗✗✗✓✗
supabase.comTechnology41✗✓✓✗✗✓✓✗
buildium.comProptech41✗✗✓✗✓✗✓✓
martindale.comLegal41✗✗✓✗✓✗✓✓
bankrate.comFinance40✗✗✓✗✓✗✓✗
wikipedia.orgReference40✗✗✓✗✗✓✓✗
wikidata.orgReference40✗✗✓✗✗✓✓✗
stackoverflow.comTechnology40✗✗✓✗✗✓✓✗
apartmentlist.comProptech41✗✗✓✗✓✗✓✗
microsoft.comTechnology38✗✗✓✗✗✓✓✗
netflix.comEntertainment33✗✗✓✗✗✗✓✗
notion.soProductivity/SaaS38✓✗✓✗✗✗✓✓
nerdwallet.comFinance38✗✗✓✗✗✗✓✓
anthropic.comAI/Tech37✗✗✓✗✗✗✓✓
fidelity.comFinance37✗✗✓✗✗✗✓✗
x.comSocial/Tech32✗✗✗✗✗✓✓✗
huggingface.coAI/Tech37✗✗✓✗✗✓✓✗
lendingtree.comFinance36✗✗✓✗✓✗✓✗
hud.govGovernment36✗✗✓✗✗✗✓✗
chase.comFinance36✗✗✓✗✗✗✓✗
openai.comAI/Tech36✗✗✓✗✗✓✓✓
realpage.comProptech36✗✗✓✗✓✗✓✗
w3.orgNonprofit/Tech38✗✗✓✗✗✗✓✓
facebook.comSocial/Tech30✗✗✓✓✗✗✓✓
youtube.comSocial/Tech35✗✗✓✗✗✗✓✓
archive.orgReference35✗✗✓✗✗✓✓✗
ratemyagent.comReal Estate36✗✗✓✗✓✗✓✗
mozilla.orgNonprofit/Tech36✗✗✓✗✗✗✓✓
stanford.eduEducation34✗✗✓✗✗✗✓✗
webmd.comHealthcare28✗✗✓✗✗✗✓✓
nih.govGovernment32✗✗✓✗✗✗✓✗
google.comTechnology32✗✗✓✗✗✗✓✓
arxiv.orgAcademic30✗✗✓✗✗✓✓✗
mit.eduEducation30✗✗✓✗✗✗✓✗
wikimedia.orgReference30✗✗✓✗✗✗✓✗
glassdoor.comEmployment30✗✗✓✗✗✓✓✓
crunchbase.comBusiness Data29✗✗✓✗✓✗✓✗
reddit.comSocial/Tech26✗✗✗✓✗✗✓✗
acm.orgAcademic28✗✗✓✗✗✓✓✓
amazon.comRetail/Tech28✗✗✓✗✗✗✓✓
khanacademy.orgEducation27✗✗✓✓✗✗✓✗
pitchbook.comBusiness Data26✗✗✓✗✗✓✓✓
rentcafe.comProptech26✗✗✓✗✗✗✓✗
medium.comPublishing20✗✗✗✗✗✓✓✓
perplexity.aiAI/Tech25✗✗✓✗✗✗✓✗
yelp.comReviews25✗✗✓✗✓✗✓✓
tripadvisor.comTravel19✗✗✗✗✗✗✓✗
wsj.comNews24✗✗✓✗✗✗✓✗
rent.comProptech24✗✗✓✗✗✗✓✗
ieee.orgAcademic24✗✗✓✗✗✗✓✗
realtor.comReal Estate19✗✗✓✗✗✗✓✓
fda.govGovernment22✗✗✓✗✗✗✓✓
uber.comTechnology24✗✗✓✗✗✗✓✓
costar.comProptech21✗✗✓✗✗✓✓✗
sec.govGovernment22✗✗✓✗✗✗✓✗
bloomberg.comFinance/News15✗✗✗✗✗✗✓✗
imdb.comEntertainment19✗✗✓✗✗✗✓✓
zillow.comReal Estate19✗✗✓✗✗✗✓✓
apartments.comProptech18✗✗✓✗✗✗✓✗
redfin.comReal Estate15✗✗✓✗✗✗✓✗
healthgrades.comHealthcare14✗✗✓✗✗✓✓✗
avvo.comLegal11✗✗✓✗✗✗✓✗

Sorted by GEO score descending. Hover signal cells for evidence.

Signal Pass Rates

S1 MCP2/100
S2 llms.txt9/100
S3 Clean HTML60/100
S4 AI Feed10/100
S5 JSON-LD38/100
S6 TTFB35/100
S7 Bot Friendly90/100
S8 HTTP/342/100

Per-site detail

001 top10lists.us Real Estate 85 GEO fragmented ARM (probe: 42)
8 Pillar Signals
✓S1 MCP: HTTP 200, content-type: application/json; charset=utf-8
✓S2 llms.txt: HTTP 200, body starts with '#' (markdown confirmed)
✓S3 Clean HTML: Both UAs have content: 33886B (default) / 32923B (GPTBot), ratio 0.97
✓S4 AI Feed: HTTP 200 at /.well-known/ai-content-index.json, content-type: application/json
✓S5 JSON-LD: Found 2 application/ld+json block(s) on homepage (33886B response)
✓S6 TTFB: TTFB hit3: 115ms compensated (raw 149ms - connect 34ms) -- PASS
✓S7 Robots: 12 AI bots explicitly allowed: GPTBot, ClaudeBot, anthropic-ai, PerplexityBot, Google-Extended, Applebot-Extended, Amazo
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:44:07

GEO 9-Dimension Scores (85)
15AI Bot Access
Score: 15
12Structured Data
Score: 12
10AI-Facing Files
Score: 10
8Sitemap
Score: 8
8Content Density
Score: 8
12Citation Data
Score: 12
5Tech Perf
Score: 5
8Freshness
Score: 8
7Authority
Score: 7
ARM Breakdown
ARM: 48 (fragmented)

Measured ARM using internal crawl data. SERP component (13.5/60) suppressed by absence of Knowledge Graph (0/25). Internal data: 34/40.

SignalValueSource
Consumer queries (30d)116,400+PerplexityBot, ChatGPT-User, OAI-SearchBot, Applebot — real user queries causing AI to fetch site data
Total bot crawls (30d)3,185,700+All crawlers (Cloudflare middleware logs)
Independent GEO assessment95/100Gemini deep-scan (April 2026)
Corrected probe (3 platforms)15/60Perplexity 4/20, Anthropic 6/20, Gemini 5/20 (OpenAI rate-limited)

*Measured ARM: top10lists.us is the only site in this survey where internal citation data is available. 116,400+ consumer queries in 30 days — real people asked Perplexity, ChatGPT, or other AI systems a question, and the AI fetched data from top10lists.us to answer it. These are not indexing crawls (total crawl volume is 3.19M/30d). The probe methodology (20 canned queries × 4 platforms) captured 15/60 passes, but samples a tiny fraction of the actual query space driving those 116K retrievals. An independent Gemini deep-scan scored the site at 95/100 GEO. The measured ARM of 48 is suppressed by the SERP component (13.5/60) due to the absence of a Knowledge Graph entry (0/25 points).

Top Gap: Authority (7/15)
Build domain authority — Wikipedia/Wikidata entry, .gov/.edu inbound links, branded SERP presence.
002 cnn.com News 60 GEO fragmented ARM (probe: 48)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/plain; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=4481356B(200), bot=38B(451), ratio=0.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (4462488B response)
✗S6 TTFB: TTFB hit3: 327ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443";ma=86400,h3-29=":443";ma=86400,h3-27=":443";ma=86400

Tested: 2026-04-16T04:01:36

GEO 9-Dimension Scores (60)
0AI Bot Access
Score: 0
12Structured Data
Score: 12
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
15Content Density
Score: 15
12Citation Data
Score: 12
2Tech Perf
Score: 2
8Freshness
Score: 8
15Authority
Score: 15
ARM Breakdown
ARM: 48 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=14/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity63sonar
OpenAI52.5gpt-4o-mini-search-preview-2025-03-11
Anthropic94.5claude-haiku-4-5-20251001
Gemini84gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
003 coursera.org Education 59 GEO fragmented ARM (probe: 64)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✓S2 llms.txt: HTTP 200, body starts with '#' (markdown confirmed)
✓S3 Clean HTML: Both UAs have content: 745043B (default) / 746298B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 2 application/ld+json block(s) on homepage (744865B response)
✗S6 TTFB: TTFB hit3: 704ms compensated -- FAIL
✗S7 Robots: Only 1/10 bots allowed: OAI-SearchBot
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:45:38

GEO 9-Dimension Scores (59)
5AI Bot Access
Score: 5
9Structured Data
Score: 9
3AI-Facing Files
Score: 3
5Sitemap
Score: 5
12Content Density
Score: 12
5Citation Data
Score: 5
0Tech Perf
Score: 0
6Freshness
Score: 6
14Authority
Score: 14
ARM Breakdown
ARM: 64 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=21.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity126sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic115.5claude-haiku-4-5-20251001
Gemini115.5gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
004 nytimes.com News 59 GEO invisible ARM (probe: 34)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=1218820B(200), bot=139269B(403), ratio=0.11
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 2 application/ld+json block(s) on homepage (1218035B response)
✗S6 TTFB: TTFB hit3: 676ms compensated -- FAIL
✗S7 Robots: Only 1/10 bots allowed: facebookexternalhit
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:00:54

GEO 9-Dimension Scores (59)
5AI Bot Access
Score: 5
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
15Content Density
Score: 15
5Citation Data
Score: 5
0Tech Perf
Score: 0
8Freshness
Score: 8
15Authority
Score: 15
ARM Breakdown
ARM: 34 (invisible)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=6.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity52.5sonar
OpenAI42gpt-4o-mini-search-preview-2025-03-11
Anthropic31.5claude-haiku-4-5-20251001
Gemini10.5gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
005 nasa.gov Government 65 GEO recognized ARM (probe: 80)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✓S3 Clean HTML: Both UAs have content: 342492B (default) / 342492B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (342379B response)
✓S6 TTFB: TTFB hit3: 227ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:45:16

GEO 9-Dimension Scores (65)
5AI Bot Access
Score: 0
9Structured Data
Score: 9
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
12Content Density
Score: 12
9Citation Data
Score: 9
2Tech Perf
Score: 0
8Freshness
Score: 8
15Authority
Score: 15
ARM Breakdown
ARM: 80 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=30/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity178.5sonar
OpenAI168gpt-4o-mini-search-preview-2025-03-11
Anthropic105claude-haiku-4-5-20251001
Gemini178.5gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
006 bbc.com News 65 GEO invisible ARM (probe: 28)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 514597B (default) / 514597B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (513862B response)
✓S6 TTFB: TTFB hit3: 259ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443";ma=86400,h3-29=":443";ma=86400,h3-27=":443";ma=86400

Tested: 2026-04-16T03:45:56

GEO 9-Dimension Scores (65)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
12Content Density
Score: 12
5Citation Data
Score: 5
5Tech Perf
Score: 5
8Freshness
Score: 8
15Authority
Score: 15
ARM Breakdown
ARM: 28 (invisible)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=4/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity00sonar
OpenAI10.5gpt-4o-mini-search-preview-2025-03-11
Anthropic31.5claude-haiku-4-5-20251001
Gemini42gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
007 homelight.com Real Estate 61 GEO recognized ARM (probe: 76)
8 Pillar Signals
✗S1 MCP: HTTP 200, content-type: text/html; charset=utf-8
✓S2 llms.txt: HTTP 200, body starts with '#' (markdown confirmed)
✓S3 Clean HTML: Both UAs have content: 561099B (default) / 560925B (GPTBot), ratio 1.00
✓S4 AI Feed: HTTP 200 at /.well-known/ai-content-index.json, content-type: text/html; charset=utf-8
✓S5 JSON-LD: Found 3 application/ld+json block(s) on homepage (560907B response)
✗S6 TTFB: TTFB hit3: 474ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:46:39

GEO 9-Dimension Scores (61)
5AI Bot Access
Score: 0
9Structured Data
Score: 9
7AI-Facing Files
Score: 7
8Sitemap
Score: 8
12Content Density
Score: 12
5Citation Data
Score: 5
0Tech Perf
Score: 0
6Freshness
Score: 6
9Authority
Score: 9
ARM Breakdown
ARM: 76 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=28/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity157.5sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic168claude-haiku-4-5-20251001
Gemini168gemini-2.5-flash
Top Gap: Citation Data (5/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
008 bbb.org Business Ratings 55 GEO recognized ARM (probe: 80)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 153477B (default) / 153769B (GPTBot), ratio 1.00
✓S4 AI Feed: HTTP 200 at /ai-content-index.json, content-type: text/html;charset=utf-8
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (153466B response)
✗S6 TTFB: TTFB hit3: 4002ms compensated -- FAIL
✗S7 Robots: Only 1/10 bots allowed: facebookexternalhit
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:47:08

GEO 9-Dimension Scores (55)
5AI Bot Access
Score: 5
6Structured Data
Score: 6
3AI-Facing Files
Score: 3
8Sitemap
Score: 8
8Content Density
Score: 8
5Citation Data
Score: 5
2Tech Perf
Score: 2
6Freshness
Score: 6
11Authority
Score: 11
ARM Breakdown
ARM: 80 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=30/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity178.5sonar
OpenAI168gpt-4o-mini-search-preview-2025-03-11
Anthropic126claude-haiku-4-5-20251001
Gemini157.5gemini-2.5-flash
Top Gap: Content Density (8/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
009 walmart.com Retail 59 GEO fragmented ARM (probe: 44)
8 Pillar Signals
✗S1 MCP: HTTP 200, content-type: text/plain; charset=utf-8
✗S2 llms.txt: HTTP 200, body starts with '<html lang'
✓S3 Clean HTML: Both UAs have content: 379854B (default) / 379854B (GPTBot), ratio 1.00
✓S4 AI Feed: HTTP 200 at /.well-known/ai-content-index.json, content-type: text/plain; charset=utf-8
✓S5 JSON-LD: Found 2 application/ld+json block(s) on homepage (379817B response)
✗S6 TTFB: TTFB hit3: 523ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:03:08

GEO 9-Dimension Scores (59)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
7AI-Facing Files
Score: 7
8Sitemap
Score: 8
12Content Density
Score: 12
0Citation Data
Score: 0
0Tech Perf
Score: 0
6Freshness
Score: 6
15Authority
Score: 15
ARM Breakdown
ARM: 44 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=11.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity94.5sonar
OpenAI42gpt-4o-mini-search-preview-2025-03-11
Anthropic42claude-haiku-4-5-20251001
Gemini63gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
010 fastexpert.com Real Estate 52 GEO fragmented ARM (probe: 62)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✓S3 Clean HTML: Both UAs have content: 398799B (default) / 398799B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 3 application/ld+json block(s) on homepage (398733B response)
✗S6 TTFB: TTFB hit3: 400ms compensated -- FAIL
✗S7 Robots: Only 1/10 bots allowed: OAI-SearchBot
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:47:42

GEO 9-Dimension Scores (52)
5AI Bot Access
Score: 5
9Structured Data
Score: 9
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
12Content Density
Score: 12
5Citation Data
Score: 5
2Tech Perf
Score: 2
6Freshness
Score: 6
8Authority
Score: 8
ARM Breakdown
ARM: 62 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=20.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity126sonar
OpenAI84gpt-4o-mini-search-preview-2025-03-11
Anthropic126claude-haiku-4-5-20251001
Gemini94.5gemini-2.5-flash
Top Gap: AI-Facing Files (0/10)
Publish /.well-known/mcp.json, /llms.txt, and an AI content feed (/for-ai or ai-content-index.json).
011 stripe.com FinTech 57 GEO fragmented ARM (probe: 58)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✓S2 llms.txt: HTTP 200, body starts with '#' (markdown confirmed)
✓S3 Clean HTML: Both UAs have content: 577174B (default) / 577182B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (576054B response)
✗S6 TTFB: TTFB hit3: 554ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:07:22

GEO 9-Dimension Scores (57)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
3AI-Facing Files
Score: 3
8Sitemap
Score: 8
12Content Density
Score: 12
9Citation Data
Score: 9
0Tech Perf
Score: 0
0Freshness
Score: 0
14Authority
Score: 14
ARM Breakdown
ARM: 58 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=19/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity126sonar
OpenAI84gpt-4o-mini-search-preview-2025-03-11
Anthropic52.5claude-haiku-4-5-20251001
Gemini136.5gemini-2.5-flash
Top Gap: Freshness (0/8)
Update sitemap lastmod dates — 80%+ of URLs within 90 days unlocks full Freshness points.
012 apple.com Technology 59 GEO fragmented ARM (probe: 44)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 247902B (default) / 247770B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 3 application/ld+json block(s) on homepage (247673B response)
✓S6 TTFB: TTFB hit3: 265ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:45:28

GEO 9-Dimension Scores (59)
5AI Bot Access
Score: 0
9Structured Data
Score: 9
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
8Content Density
Score: 8
5Citation Data
Score: 5
2Tech Perf
Score: 0
6Freshness
Score: 6
15Authority
Score: 15
ARM Breakdown
ARM: 44 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=12/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity84sonar
OpenAI63gpt-4o-mini-search-preview-2025-03-11
Anthropic42claude-haiku-4-5-20251001
Gemini63gemini-2.5-flash
Top Gap: AI-Facing Files (0/10)
Publish /.well-known/mcp.json, /llms.txt, and an AI content feed (/for-ai or ai-content-index.json).
013 edx.org Education 57 GEO fragmented ARM (probe: 62)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✓S2 llms.txt: HTTP 200, body starts with '#' (markdown confirmed)
✓S3 Clean HTML: Both UAs have content: 2661053B (default) / 2661053B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 2 application/ld+json block(s) on homepage (2657976B response)
✗S6 TTFB: TTFB hit3: 399ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:44:15

GEO 9-Dimension Scores (57)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
3AI-Facing Files
Score: 3
5Sitemap
Score: 5
12Content Density
Score: 12
5Citation Data
Score: 5
0Tech Perf
Score: 0
6Freshness
Score: 6
13Authority
Score: 13
ARM Breakdown
ARM: 62 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=20.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity136.5sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic63claude-haiku-4-5-20251001
Gemini136.5gemini-2.5-flash
Top Gap: Citation Data (5/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
014 elevenlabs.io AI/Tech 55 GEO fragmented ARM (probe: 62)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 200, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 2037358B (default) / 2037358B (GPTBot), ratio 1.00
✓S4 AI Feed: HTTP 200 at /ai-content-index.json, content-type: text/html; charset=utf-8
✓S5 JSON-LD: Found 3 application/ld+json block(s) on homepage (2037212B response)
✓S6 TTFB: TTFB hit3: 201ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=2592000,h3-29=":443"; ma=2592000

Tested: 2026-04-16T03:44:52

GEO 9-Dimension Scores (55)
5AI Bot Access
Score: 0
9Structured Data
Score: 9
3AI-Facing Files
Score: 3
5Sitemap
Score: 5
12Content Density
Score: 12
5Citation Data
Score: 5
5Tech Perf
Score: 2
4Freshness
Score: 4
9Authority
Score: 9
ARM Breakdown
ARM: 62 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=21/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity94.5sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic136.5claude-haiku-4-5-20251001
Gemini136.5gemini-2.5-flash
Top Gap: Citation Data (5/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
015 shopify.com eCommerce 54 GEO fragmented ARM (probe: 56)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✓S2 llms.txt: HTTP 200, body starts with '#' (markdown confirmed)
✓S3 Clean HTML: Both UAs have content: 573292B (default) / 572861B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (572458B response)
✗S6 TTFB: TTFB hit3: 390ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T04:07:09

GEO 9-Dimension Scores (54)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
3AI-Facing Files
Score: 3
5Sitemap
Score: 5
12Content Density
Score: 12
5Citation Data
Score: 5
2Tech Perf
Score: 2
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 56 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=18/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity126sonar
OpenAI84gpt-4o-mini-search-preview-2025-03-11
Anthropic115.5claude-haiku-4-5-20251001
Gemini52.5gemini-2.5-flash
Top Gap: Freshness (0/8)
Update sitemap lastmod dates — 80%+ of URLs within 90 days unlocks full Freshness points.
016 theguardian.com News 48 GEO fragmented ARM (probe: 44)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 1303094B (default) / 1303097B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (1302105B response)
✗S6 TTFB: TTFB hit3: 379ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443";ma=86400,h3-29=":443";ma=86400,h3-27=":443";ma=86400

Tested: 2026-04-16T04:01:17

GEO 9-Dimension Scores (48)
0AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
15Content Density
Score: 15
0Citation Data
Score: 0
2Tech Perf
Score: 2
8Freshness
Score: 8
15Authority
Score: 15
ARM Breakdown
ARM: 44 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=11.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity10.5sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic52.5claude-haiku-4-5-20251001
Gemini84gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
017 harvard.edu Education 55 GEO fragmented ARM (probe: 54)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 166715B (default) / 166715B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (166691B response)
✓S6 TTFB: TTFB hit3: 297ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:47:56

GEO 9-Dimension Scores (55)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
8Content Density
Score: 8
5Citation Data
Score: 5
2Tech Perf
Score: 0
6Freshness
Score: 6
15Authority
Score: 15
ARM Breakdown
ARM: 54 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=17/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity105sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic73.5claude-haiku-4-5-20251001
Gemini84gemini-2.5-flash
Top Gap: AI-Facing Files (0/10)
Publish /.well-known/mcp.json, /llms.txt, and an AI content feed (/for-ai or ai-content-index.json).
018 yardi.com Proptech 53 GEO fragmented ARM (probe: 40)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✓S3 Clean HTML: Both UAs have content: 367395B (default) / 367395B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 2 application/ld+json block(s) on homepage (367313B response)
✗S6 TTFB: TTFB hit3: 352ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:48:39

GEO 9-Dimension Scores (53)
5AI Bot Access
0 AI bots explicitly allowed in robots.txt
9Structured Data
2 JSON-LD blocks; WebPage and Corporation types (3-4 types)
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
8Sitemap
robots.txt has Sitemap directive pointing to sitemap_index.xml
12Content Density
367KB body; WordPress CMS with substantial content
5Citation Data
Corporation block has url, name, legalName, alternateName fields
2Tech Perf
TTFB 352ms fail; HTTP/3 pass (Cloudflare)
0Freshness
No sitemap lastmod data in receipt
10Authority
Major proptech vendor, Wikipedia article, 20+ yr domain, strong brand
ARM Breakdown
ARM: 40 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=9.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity84sonar
OpenAI42gpt-4o-mini-search-preview-2025-03-11
Anthropic31.5claude-haiku-4-5-20251001
Gemini42gemini-2.5-flash
Top Gap: AI-Facing Files (0/10)
Publish /.well-known/mcp.json, /llms.txt, and an AI content feed (/for-ai or ai-content-index.json).
019 appfolio.com Proptech 52 GEO fragmented ARM (probe: 58)
8 Pillar Signals
✗S1 MCP: HTTP 200, content-type: text/html
✗S2 llms.txt: HTTP 200, body starts with '--- date:'
✓S3 Clean HTML: Both UAs have content: 97923B (default) / 97923B (GPTBot), ratio 1.00
✓S4 AI Feed: HTTP 200 at /.well-known/ai-content-index.json, content-type: text/html
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (97872B response)
✗S6 TTFB: TTFB hit3: 521ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:45:07

GEO 9-Dimension Scores (52)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
7AI-Facing Files
Score: 7
8Sitemap
Score: 8
8Content Density
Score: 8
5Citation Data
Score: 5
0Tech Perf
Score: 0
4Freshness
Score: 4
9Authority
Score: 9
ARM Breakdown
ARM: 58 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=19/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity84sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic126claude-haiku-4-5-20251001
Gemini94.5gemini-2.5-flash
Top Gap: Content Density (8/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
020 espn.com News/Sports 47 GEO fragmented ARM (probe: 56)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=iso-8859-1
✗S2 llms.txt: HTTP 404, body starts with ''
✓S3 Clean HTML: Both UAs have content: 248306B (default) / 247478B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 2 application/ld+json block(s) on homepage (250771B response)
✗S6 TTFB: TTFB hit3: 430ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:46:10

GEO 9-Dimension Scores (47)
0AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
8Content Density
Score: 8
5Citation Data
Score: 5
0Tech Perf
Score: 0
8Freshness
Score: 8
15Authority
Score: 15
ARM Breakdown
ARM: 56 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=17.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity126sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic94.5claude-haiku-4-5-20251001
Gemini73.5gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
021 forbes.com News/Business 51 GEO fragmented ARM (probe: 50)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=772169B(200), bot=161B(402), ratio=0.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (771663B response)
✗S6 TTFB: TTFB hit3: 781ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443";ma=86400,h3-29=":443";ma=86400,h3-27=":443";ma=86400

Tested: 2026-04-16T04:02:17

GEO 9-Dimension Scores (51)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
15Content Density
Score: 15
0Citation Data
Score: 0
2Tech Perf
Score: 2
8Freshness
Score: 8
15Authority
Score: 15
ARM Breakdown
ARM: 50 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=15/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity31.5sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic73.5claude-haiku-4-5-20251001
Gemini115.5gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
022 salesforce.com Technology 51 GEO fragmented ARM (probe: 60)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: application/json; charset=utf-8
✗S2 llms.txt: HTTP 200, body starts with '- [AI Agen'
✗S3 Clean HTML: FAIL: default=577113B(200), bot=372B(403), ratio=0.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (576715B response)
✗S6 TTFB: TTFB hit3: 960ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:03:19

GEO 9-Dimension Scores (51)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
12Content Density
Score: 12
5Citation Data
Score: 5
0Tech Perf
Score: 0
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 60 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=19.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity157.5sonar
OpenAI84gpt-4o-mini-search-preview-2025-03-11
Anthropic63claude-haiku-4-5-20251001
Gemini105gemini-2.5-flash
Top Gap: AI-Facing Files (0/10)
Publish /.well-known/mcp.json, /llms.txt, and an AI content feed (/for-ai or ai-content-index.json).
023 github.com Technology 53 GEO fragmented ARM (probe: 56)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: application/json; charset=utf-8
✓S2 llms.txt: HTTP 200, body starts with '#' (markdown confirmed)
✓S3 Clean HTML: Both UAs have content: 564265B (default) / 564265B (GPTBot), ratio 1.00
✓S4 AI Feed: HTTP 200 at /for-ai, content-type: text/html; charset=utf-8
✗S5 JSON-LD: No application/ld+json on homepage (564170B response)
✓S6 TTFB: TTFB hit3: 239ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:46:29

GEO 9-Dimension Scores (53)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
7AI-Facing Files
Score: 7
5Sitemap
Score: 5
12Content Density
Score: 12
0Citation Data
Score: 0
2Tech Perf
Score: 0
6Freshness
Score: 6
15Authority
Score: 15
ARM Breakdown
ARM: 56 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=18/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity136.5sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic42claude-haiku-4-5-20251001
Gemini126gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
024 airbnb.com Travel/Tech 44 GEO fragmented ARM (probe: 52)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!-- MANDA'
✗S3 Clean HTML: FAIL: default=602258B(200), bot=364B(403), ratio=0.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (1234919B response)
✗S6 TTFB: TTFB hit3: 1579ms compensated -- FAIL
✗S7 Robots: Only 7/10 bots allowed: GPTBot, ClaudeBot, anthropic-ai, PerplexityBot, Meta-ExternalAgent, cohere-ai, OAI-SearchBot
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=93600

Tested: 2026-04-16T03:52:13

GEO 9-Dimension Scores (44)
10AI Bot Access
Score: 10
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
0Content Density
Score: 0
0Citation Data
Score: 0
2Tech Perf
Score: 2
6Freshness
Score: 6
11Authority
Score: 11
ARM Breakdown
ARM: 52 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=15.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity105sonar
OpenAI63gpt-4o-mini-search-preview-2025-03-11
Anthropic73.5claude-haiku-4-5-20251001
Gemini84gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
025 statefarm.com Finance 49 GEO fragmented ARM (probe: 50)
8 Pillar Signals
✗S1 MCP: HTTP 500, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 338847B (default) / 338847B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=500, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 2 application/ld+json block(s) on homepage (338665B response)
✗S6 TTFB: TTFB hit3: 634ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=93600

Tested: 2026-04-16T03:51:38

GEO 9-Dimension Scores (49)
5AI Bot Access
0 AI bots explicitly allowed; PetalBot disallowed
6Structured Data
2 JSON-LD blocks; WebPage and Organization types
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
8Sitemap
robots.txt has Sitemap directive to sitemap.xml
12Content Density
339KB body; insurance products homepage, ~2000+ words
0Citation Data
WebPage and Org blocks have basic fields only; no sameAs
2Tech Perf
TTFB 634ms fail; HTTP/3 pass (Akamai)
0Freshness
No sitemap lastmod data in receipt
15Authority
Top US insurer, Wikipedia, 3+ .gov/.edu, 25+yr domain, top insurance brand
ARM Breakdown
ARM: 50 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=15/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity94.5sonar
OpenAI52.5gpt-4o-mini-search-preview-2025-03-11
Anthropic63claude-haiku-4-5-20251001
Gemini105gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
026 npr.org News 43 GEO fragmented ARM (probe: 36)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html;charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✗S3 Clean HTML: FAIL: default=884077B(200), bot=0B(301), ratio=0.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (883991B response)
✗S6 TTFB: TTFB hit3: 305ms compensated -- FAIL
✗S7 Robots: Only 1/10 bots allowed: facebookexternalhit
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:58:51

GEO 9-Dimension Scores (43)
5AI Bot Access
Score: 5
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
15Content Density
Score: 15
0Citation Data
Score: 0
0Tech Perf
Score: 0
8Freshness
Score: 8
15Authority
Score: 15
ARM Breakdown
ARM: 36 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=8/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity21sonar
OpenAI42gpt-4o-mini-search-preview-2025-03-11
Anthropic73.5claude-haiku-4-5-20251001
Gemini31.5gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
027 turbotenant.com Proptech 43 GEO fragmented ARM (probe: 60)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✓S2 llms.txt: HTTP 200, body starts with '#' (markdown confirmed)
✗S3 Clean HTML: FAIL: default=557623B(200), bot=4576B(403), ratio=0.01
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (556830B response)
✗S6 TTFB: TTFB hit3: 572ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:59:26

GEO 9-Dimension Scores (43)
0AI Bot Access
Score: 0
6Structured Data
Score: 6
3AI-Facing Files
Score: 3
8Sitemap
Score: 8
15Content Density
Score: 15
0Citation Data
Score: 0
2Tech Perf
Score: 2
4Freshness
Score: 4
4Authority
Score: 4
ARM Breakdown
ARM: 60 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=19.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity157.5sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic147claude-haiku-4-5-20251001
Gemini00gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
028 substack.com Publishing 44 GEO fragmented ARM (probe: 56)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 77855B (default) / 77792B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (77811B response)
✓S6 TTFB: TTFB hit3: 239ms compensated -- PASS
✗S7 Robots: Only 1/10 bots allowed: facebookexternalhit
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:57:06

GEO 9-Dimension Scores (44)
5AI Bot Access
Score: 5
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
8Content Density
Score: 8
0Citation Data
Score: 0
5Tech Perf
Score: 2
8Freshness
Score: 8
10Authority
Score: 10
ARM Breakdown
ARM: 56 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=17.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity126sonar
OpenAI52.5gpt-4o-mini-search-preview-2025-03-11
Anthropic73.5claude-haiku-4-5-20251001
Gemini115.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
029 bankofamerica.com Finance 49 GEO fragmented ARM (probe: 58)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: none
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 310239B (default) / 310239B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 3 application/ld+json block(s) on homepage (310156B response)
✓S6 TTFB: TTFB hit3: 266ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:50:47

GEO 9-Dimension Scores (49)
5AI Bot Access
0 AI bots explicitly allowed in robots.txt
9Structured Data
3 JSON-LD blocks; Corporation, Organization, WebSite types
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
5Sitemap
No Sitemap directive in robots.txt; sitemap likely exists
12Content Density
310KB body; major banking homepage with substantial content
0Citation Data
Corporation/Org blocks have url/logo only; no sameAs
2Tech Perf
TTFB 266ms fail; no HTTP/3 (CloudFront)
0Freshness
No sitemap lastmod data in receipt
15Authority
Top US bank, Wikipedia, 3+ .gov/.edu, 20+yr domain, top financial brand
ARM Breakdown
ARM: 58 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=19/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity157.5sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic73.5claude-haiku-4-5-20251001
Gemini94.5gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
030 who.int Nonprofit/Health 45 GEO recognized ARM (probe: 72)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 132825B (default) / 132825B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 3 application/ld+json block(s) on homepage (132778B response)
✗S6 TTFB: TTFB hit3: 317ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:49:24

GEO 9-Dimension Scores (45)
5AI Bot Access
0 AI bots allowed; 527 bad bots blocked, no AI bot allowlist
9Structured Data
3 JSON-LD blocks; WebSite, Organization, SearchAction (3-4 types)
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
5Sitemap
No Sitemap directive found in robots.txt; sitemap likely exists separately
8Content Density
133KB body; structured news/health content, ~800-1200 words
0Citation Data
Organization block has url/logo only; no sameAs or citations
2Tech Perf
TTFB 317ms fail; HTTP/3 pass (Cloudflare)
0Freshness
No sitemap lastmod data in receipt
15Authority
Top global health authority, Wikipedia, 3+ .gov/.edu citations, 20+yr, massive organic presence
ARM Breakdown
ARM: 72 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=26/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity147sonar
OpenAI136.5gpt-4o-mini-search-preview-2025-03-11
Anthropic84claude-haiku-4-5-20251001
Gemini178.5gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
031 progressive.com Finance 45 GEO fragmented ARM (probe: 58)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 339268B (default) / 338779B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (338702B response)
✗S6 TTFB: TTFB hit3: 1018ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:51:17

GEO 9-Dimension Scores (45)
5AI Bot Access
0 AI bots explicitly allowed in robots.txt
6Structured Data
1 JSON-LD block (dynamically injected via JS)
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
8Sitemap
robots.txt has Sitemap directive to sitemap.xml
12Content Density
339KB body; insurance product homepage, ~2000+ words
0Citation Data
JSON-LD dynamically injected; no static citation fields visible
0Tech Perf
TTFB 1018ms fail; no HTTP/3
0Freshness
No sitemap lastmod data in receipt
14Authority
Top US auto insurer, Wikipedia, 3+ mentions, 20+yr domain
ARM Breakdown
ARM: 58 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=18.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity115.5sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic63claude-haiku-4-5-20251001
Gemini105gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
032 jstor.org Academic 40 GEO recognized ARM (probe: 66)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html;charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 41803B (default) / 41803B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (41772B response)
✗S6 TTFB: TTFB hit3: 692ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443";ma=86400,h3-29=":443";ma=86400,h3-27=":443";ma=86400

Tested: 2026-04-16T03:56:53

GEO 9-Dimension Scores (40)
0AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
8Content Density
Score: 8
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 66 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=22.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity157.5sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic105claude-haiku-4-5-20251001
Gemini105gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
033 census.gov Government 44 GEO high_fidelity ARM (probe: 92)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html; charset=iso-8859-1
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 356997B (default) / 356983B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (356950B response)
✗S6 TTFB: TTFB hit3: 642ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:57:38

GEO 9-Dimension Scores (44)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
12Content Density
Score: 12
0Citation Data
Score: 0
0Tech Perf
Score: 0
4Freshness
Score: 4
15Authority
Score: 15
ARM Breakdown
ARM: 92 (high_fidelity)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=35.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity199.5sonar
OpenAI178.5gpt-4o-mini-search-preview-2025-03-11
Anthropic168claude-haiku-4-5-20251001
Gemini199.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
034 linkedin.com Technology 38 GEO fragmented ARM (probe: 40)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 145056B (default) / 140265B (GPTBot), ratio 0.97
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (141192B response)
✗S6 TTFB: TTFB hit3: 917ms compensated -- FAIL
✗S7 Robots: Only 2/10 bots allowed: OAI-SearchBot, facebookexternalhit
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T04:00:41

GEO 9-Dimension Scores (38)
5AI Bot Access
Score: 5
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
8Content Density
Score: 8
0Citation Data
Score: 0
2Tech Perf
Score: 2
8Freshness
Score: 8
15Authority
Score: 15
ARM Breakdown
ARM: 40 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=10/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity10.5sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic63claude-haiku-4-5-20251001
Gemini63gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
035 indeed.com Employment 38 GEO recognized ARM (probe: 72)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 403, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=698534B(200), bot=7165B(403), ratio=0.01
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (5451B response)
✓S6 TTFB: TTFB hit3: 131ms compensated (raw 195ms - connect 64ms) -- PASS (<200ms)
✗S7 Robots: Only 1/10 bots allowed: OAI-SearchBot
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T04:04:58

GEO 9-Dimension Scores (38)
5AI Bot Access
Score: 5
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
8Content Density
Score: 8
0Citation Data
Score: 0
5Tech Perf
Score: 5
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 72 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=25.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity157.5sonar
OpenAI115.5gpt-4o-mini-search-preview-2025-03-11
Anthropic84claude-haiku-4-5-20251001
Gemini178.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
036 data.gov Government 43 GEO recognized ARM (probe: 68)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 120960B (default) / 120960B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (120958B response)
✓S6 TTFB: TTFB hit3: 108ms compensated (raw 171ms - connect 63ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:50:24

GEO 9-Dimension Scores (43)
5AI Bot Access
0 AI bots explicitly allowed; only User-agent:* Allow:/
0Structured Data
0 JSON-LD blocks on homepage
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
8Sitemap
robots.txt has Sitemap: https://data.gov/sitemap.xml directive
12Content Density
121KB body; government data catalog with substantial content
0Citation Data
No JSON-LD blocks; no citation data
2Tech Perf
TTFB 108ms pass; no HTTP/3 (CloudFront)
0Freshness
No sitemap lastmod data in receipt
15Authority
US federal open data portal, .gov domain, Wikipedia, massive .gov authority
ARM Breakdown
ARM: 68 (recognized)

SERP floor: 0/60 (uniform 10 = query construction artifact; probe_40=33.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity189sonar
OpenAI178.5gpt-4o-mini-search-preview-2025-03-11
Anthropic157.5claude-haiku-4-5-20251001
Gemini178.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
037 cloudflare.com Technology 45 GEO fragmented ARM (probe: 64)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with 'not found '
✓S3 Clean HTML: Both UAs have content: 981333B (default) / 981333B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (981201B response)
✗S6 TTFB: TTFB hit3: 609ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:44:35

GEO 9-Dimension Scores (45)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
12Content Density
Score: 12
0Citation Data
Score: 0
2Tech Perf
Score: 2
4Freshness
Score: 4
14Authority
Score: 14
ARM Breakdown
ARM: 64 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=22/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity136.5sonar
OpenAI84gpt-4o-mini-search-preview-2025-03-11
Anthropic94.5claude-haiku-4-5-20251001
Gemini147gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
038 wellsfargo.com Finance 42 GEO fragmented ARM (probe: 62)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html;charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 125630B (default) / 125629B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (125592B response)
✗S6 TTFB: TTFB hit3: 899ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:51:00

GEO 9-Dimension Scores (42)
5AI Bot Access
0 AI bots explicitly allowed in robots.txt
6Structured Data
1 JSON-LD block with Organization type
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
8Sitemap
robots.txt has Sitemap directive to sitemap_index.xml
8Content Density
126KB body; banking homepage with moderate content ~700-1200 words
0Citation Data
Organization block has url/logo/name only; no sameAs
0Tech Perf
TTFB 899ms fail; no HTTP/3
0Freshness
No sitemap lastmod data in receipt
15Authority
Top US bank, Wikipedia, 3+ .gov/.edu, 20+yr, major financial brand
ARM Breakdown
ARM: 62 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=21/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity147sonar
OpenAI84gpt-4o-mini-search-preview-2025-03-11
Anthropic84claude-haiku-4-5-20251001
Gemini126gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
039 cdc.gov Government 42 GEO recognized ARM (probe: 78)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 59635B (default) / 59635B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (59478B response)
✓S6 TTFB: TTFB hit3: 251ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:57:31

GEO 9-Dimension Scores (42)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
8Content Density
Score: 8
0Citation Data
Score: 0
2Tech Perf
Score: 0
6Freshness
Score: 6
15Authority
Score: 15
ARM Breakdown
ARM: 78 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=29/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity178.5sonar
OpenAI147gpt-4o-mini-search-preview-2025-03-11
Anthropic126claude-haiku-4-5-20251001
Gemini157.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
040 supabase.com Technology 41 GEO fragmented ARM (probe: 52)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✓S2 llms.txt: HTTP 200, body starts with '#' (markdown confirmed)
✓S3 Clean HTML: Both UAs have content: 376937B (default) / 376937B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (376878B response)
✓S6 TTFB: TTFB hit3: 181ms compensated (raw 240ms - connect 59ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:46:52

GEO 9-Dimension Scores (41)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
3AI-Facing Files
Score: 3
5Sitemap
Score: 5
12Content Density
Score: 12
0Citation Data
Score: 0
2Tech Perf
Score: 2
4Freshness
Score: 4
9Authority
Score: 9
ARM Breakdown
ARM: 52 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=15.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity94.5sonar
OpenAI52.5gpt-4o-mini-search-preview-2025-03-11
Anthropic63claude-haiku-4-5-20251001
Gemini115.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
041 buildium.com Proptech 41 GEO fragmented ARM (probe: 62)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<html> <h'
✗S3 Clean HTML: FAIL: default=420134B(200), bot=1100B(429), ratio=0.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (420053B response)
✗S6 TTFB: TTFB hit3: 488ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:49:08

GEO 9-Dimension Scores (41)
5AI Bot Access
0 AI bots explicitly allowed; GPTBot gets 429
6Structured Data
1 JSON-LD block with WebPage type (Yoast schema)
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
8Sitemap
robots.txt has Sitemap directive to sitemap_index.xml
12Content Density
420KB body; WordPress with product content
0Citation Data
Single WebPage block, no citation or sameAs fields
2Tech Perf
TTFB 488ms fail; HTTP/3 pass (Cloudflare)
0Freshness
No sitemap lastmod data in receipt
8Authority
Mid-tier property mgmt SaaS, acquired by RealPage, ~10yr domain
ARM Breakdown
ARM: 62 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=21/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity94.5sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic115.5claude-haiku-4-5-20251001
Gemini136.5gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
042 martindale.com Legal 41 GEO fragmented ARM (probe: 62)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✗S3 Clean HTML: FAIL: default=16B(403), bot=400990B(200), ratio=25061.88
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (401255B response)
✗S6 TTFB: TTFB hit3: 573ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:55:49

GEO 9-Dimension Scores (41)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
12Content Density
Score: 12
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
8Authority
Score: 8
ARM Breakdown
ARM: 62 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=20.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity126sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic105claude-haiku-4-5-20251001
Gemini105gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
043 bankrate.com Finance 40 GEO recognized ARM (probe: 84)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✓S3 Clean HTML: Both UAs have content: 555737B (default) / 555737B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 2 application/ld+json block(s) on homepage (555646B response)
✗S6 TTFB: TTFB hit3: 401ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:54:45

GEO 9-Dimension Scores (40)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
12Content Density
Score: 12
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
9Authority
Score: 9
ARM Breakdown
ARM: 84 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=31.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity2010sonar
OpenAI126gpt-4o-mini-search-preview-2025-03-11
Anthropic147claude-haiku-4-5-20251001
Gemini178.5gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
044 wikipedia.org Reference 40 GEO recognized ARM (probe: 68)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=iso-8859-1
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 92443B (default) / 92443B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=429, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (2199B response)
✓S6 TTFB: TTFB hit3: 136ms compensated (raw 215ms - connect 79ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:47:26

GEO 9-Dimension Scores (40)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
4Content Density
Score: 4
0Citation Data
Score: 0
2Tech Perf
Score: 2
8Freshness
Score: 8
15Authority
Score: 15
ARM Breakdown
ARM: 68 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=24/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity157.5sonar
OpenAI147gpt-4o-mini-search-preview-2025-03-11
Anthropic73.5claude-haiku-4-5-20251001
Gemini126gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
045 wikidata.org Reference 40 GEO recognized ARM (probe: 66)
8 Pillar Signals
✗S1 MCP: HTTP 429, content-type: text/html; charset=iso-8859-1
✗S2 llms.txt: HTTP 429, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 206771B (default) / 206771B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=429, /for-ai=429, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (2199B response)
✓S6 TTFB: TTFB hit3: 142ms compensated (raw 212ms - connect 70ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:47:35

GEO 9-Dimension Scores (40)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
4Content Density
Score: 4
0Citation Data
Score: 0
2Tech Perf
Score: 2
8Freshness
Score: 8
15Authority
Score: 15
ARM Breakdown
ARM: 66 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=23/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity126sonar
OpenAI126gpt-4o-mini-search-preview-2025-03-11
Anthropic94.5claude-haiku-4-5-20251001
Gemini136.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
046 stackoverflow.com Technology 39 GEO fragmented ARM (probe: 36)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 247238B (default) / 428681B (GPTBot), ratio 1.73
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (4610B response)
✓S6 TTFB: TTFB hit3: 150ms compensated (raw 192ms - connect 42ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:50:31

GEO 9-Dimension Scores (39)
5AI Bot Access
robots.txt: Disallow:/ for all with ai-train=no signal
0Structured Data
0 JSON-LD on homepage (redirect to question list)
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
5Sitemap
No Sitemap directive in robots.txt (Disallow:/); sitemap likely exists
12Content Density
247KB-429KB body; Q&A content rich with technical text
0Citation Data
No JSON-LD blocks; no citation data on homepage
2Tech Perf
TTFB 150ms pass; no HTTP/3 (Cloudflare challenge page for HEAD)
0Freshness
No sitemap lastmod data in receipt
15Authority
Top developer Q&A, Wikipedia, 3+ .edu citations, 15+yr, canonical tech authority
ARM Breakdown
ARM: 36 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=7.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity10.5sonar
OpenAI21gpt-4o-mini-search-preview-2025-03-11
Anthropic42claude-haiku-4-5-20251001
Gemini84gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
047 apartmentlist.com Proptech 41 GEO recognized ARM (probe: 72)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 787884B (default) / 787884B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 2 application/ld+json block(s) on homepage (787699B response)
✓S6 TTFB: TTFB hit3: 265ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:48:27

GEO 9-Dimension Scores (41)
5AI Bot Access
0 AI bots explicitly allowed in robots.txt
6Structured Data
2 JSON-LD blocks; WebSite and publisher types
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
8Sitemap
robots.txt has Sitemap directive; sitemap URL present
12Content Density
788KB body; rich listing content, ~2000+ words
0Citation Data
No sameAs or citation fields in visible JSON-LD
2Tech Perf
TTFB 265ms fail; no HTTP/3
0Freshness
No sitemap lastmod data in receipt
8Authority
Known apartment marketplace, Wikipedia article exists, ~10yr domain
ARM Breakdown
ARM: 72 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=25.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity168sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic136.5claude-haiku-4-5-20251001
Gemini126gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
048 microsoft.com Technology 39 GEO fragmented ARM (probe: 46)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 201253B (default) / 201253B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (201252B response)
✓S6 TTFB: TTFB hit3: 123ms compensated (raw 281ms - connect 158ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:59:44

GEO 9-Dimension Scores (39)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
12Content Density
Score: 12
0Citation Data
Score: 0
2Tech Perf
Score: 2
4Freshness
Score: 4
15Authority
Score: 15
ARM Breakdown
ARM: 46 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=12.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity73.5sonar
OpenAI52.5gpt-4o-mini-search-preview-2025-03-11
Anthropic52.5claude-haiku-4-5-20251001
Gemini84gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
049 netflix.com Entertainment 33 GEO fragmented ARM (probe: 52)
8 Pillar Signals
✗S1 MCP: HTTP 405, content-type: none
✗S2 llms.txt: HTTP 200, body starts with '<!doctype '
✗S3 Clean HTML: FAIL: default=569504B(200), bot=3127053B(200), ratio=5.49
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=405, /ai-content-index.json=405, /for-ai=405, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (3125740B response)
✗S6 TTFB: TTFB hit3: 696ms compensated -- FAIL
✗S7 Robots: Only 1/10 bots allowed: PerplexityBot
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:05:04

GEO 9-Dimension Scores (33)
5AI Bot Access
Score: 5
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
8Content Density
Score: 8
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 52 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=15.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity73.5sonar
OpenAI84gpt-4o-mini-search-preview-2025-03-11
Anthropic63claude-haiku-4-5-20251001
Gemini105gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
050 notion.so Productivity/SaaS 38 GEO invisible ARM (probe: 4)
8 Pillar Signals
✓S1 MCP: HTTP 200, content-type: application/json; charset=utf-8
✗S2 llms.txt: HTTP 200, body starts with '> Notion i'
✓S3 Clean HTML: Both UAs have content: 264726B (default) / 264482B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=401, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (264375B response)
✗S6 TTFB: TTFB hit3: 822ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T04:06:56

GEO 9-Dimension Scores (38)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
3AI-Facing Files
Score: 3
8Sitemap
Score: 8
8Content Density
Score: 8
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
11Authority
Score: 11
ARM Breakdown
ARM: 4 (invisible)

SERP floor: 0/60 (uniform 10 = query construction artifact; probe_40=1.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity10.5sonar
OpenAI00gpt-4o-mini-search-preview-2025-03-11
Anthropic10.5claude-haiku-4-5-20251001
Gemini10.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
051 nerdwallet.com Finance 38 GEO recognized ARM (probe: 68)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✓S3 Clean HTML: Both UAs have content: 997522B (default) / 997522B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (997344B response)
✗S6 TTFB: TTFB hit3: 513ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:56:11

GEO 9-Dimension Scores (38)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
12Content Density
Score: 12
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
10Authority
Score: 10
ARM Breakdown
ARM: 68 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=23.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity126sonar
OpenAI136.5gpt-4o-mini-search-preview-2025-03-11
Anthropic136.5claude-haiku-4-5-20251001
Gemini94.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
052 anthropic.com AI/Tech 37 GEO fragmented ARM (probe: 42)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 252549B (default) / 252549B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (252523B response)
✗S6 TTFB: TTFB hit3: 322ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T04:04:26

GEO 9-Dimension Scores (37)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
8Content Density
Score: 8
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
13Authority
Score: 13
ARM Breakdown
ARM: 42 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=10.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity73.5sonar
OpenAI42gpt-4o-mini-search-preview-2025-03-11
Anthropic52.5claude-haiku-4-5-20251001
Gemini52.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
053 fidelity.com Finance 37 GEO fragmented ARM (probe: 64)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html
✗S2 llms.txt: HTTP 403, body starts with '<?xml vers'
✓S3 Clean HTML: Both UAs have content: 1867670B (default) / 1867670B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (1867516B response)
✗S6 TTFB: TTFB hit3: 905ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:05:34

GEO 9-Dimension Scores (37)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
12Content Density
Score: 12
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 64 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=21.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity157.5sonar
OpenAI84gpt-4o-mini-search-preview-2025-03-11
Anthropic105claude-haiku-4-5-20251001
Gemini105gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
054 x.com Social/Tech 32 GEO fragmented ARM (probe: 46)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: none
✗S2 llms.txt: HTTP 200, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=246765B(200), bot=55B(402), ratio=0.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (246762B response)
✓S6 TTFB: TTFB hit3: 199ms compensated (raw 267ms - connect 68ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:05:57

GEO 9-Dimension Scores (32)
0AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
8Content Density
Score: 8
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
14Authority
Score: 14
ARM Breakdown
ARM: 46 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=13/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity94.5sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic73.5claude-haiku-4-5-20251001
Gemini31.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
055 huggingface.co AI/Tech 37 GEO fragmented ARM (probe: 58)
8 Pillar Signals
✗S1 MCP: HTTP 401, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✓S3 Clean HTML: Both UAs have content: 148858B (default) / 148858B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=401, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (148767B response)
✓S6 TTFB: TTFB hit3: 188ms compensated (raw 231ms - connect 43ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:56:33

GEO 9-Dimension Scores (37)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
8Content Density
Score: 8
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
13Authority
Score: 13
ARM Breakdown
ARM: 58 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=19/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity52.5sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic115.5claude-haiku-4-5-20251001
Gemini126gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
056 lendingtree.com Finance 36 GEO fragmented ARM (probe: 60)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✓S3 Clean HTML: Both UAs have content: 348242B (default) / 348242B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (348170B response)
✗S6 TTFB: TTFB hit3: 1561ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:55:31

GEO 9-Dimension Scores (36)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
8Content Density
Score: 8
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
9Authority
Score: 9
ARM Breakdown
ARM: 60 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=20/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity84sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic126claude-haiku-4-5-20251001
Gemini115.5gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
057 hud.gov Government 36 GEO recognized ARM (probe: 78)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 153004B (default) / 153004B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (152991B response)
✗S6 TTFB: TTFB hit3: 676ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:57:53

GEO 9-Dimension Scores (36)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
12Content Density
Score: 12
0Citation Data
Score: 0
0Tech Perf
Score: 0
4Freshness
Score: 4
15Authority
Score: 15
ARM Breakdown
ARM: 78 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=28.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity178.5sonar
OpenAI126gpt-4o-mini-search-preview-2025-03-11
Anthropic126claude-haiku-4-5-20251001
Gemini168gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
058 chase.com Finance 36 GEO recognized ARM (probe: 68)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=iso-8859-1
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 309883B (default) / 309883B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (309832B response)
✗S6 TTFB: TTFB hit3: 861ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:02:49

GEO 9-Dimension Scores (36)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
12Content Density
Score: 12
0Citation Data
Score: 0
0Tech Perf
Score: 0
4Freshness
Score: 4
15Authority
Score: 15
ARM Breakdown
ARM: 68 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=23.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity147sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic105claude-haiku-4-5-20251001
Gemini136.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
059 openai.com AI/Tech 36 GEO fragmented ARM (probe: 54)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: application/json; charset=utf-8
✗S2 llms.txt: HTTP 403, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=434675B(200), bot=7166B(403), ratio=0.02
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (7059B response)
✓S6 TTFB: TTFB hit3: 139ms compensated (raw 196ms - connect 57ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T04:04:11

GEO 9-Dimension Scores (36)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
4Content Density
Score: 4
0Citation Data
Score: 0
5Tech Perf
Score: 5
0Freshness
Score: 0
14Authority
Score: 14
ARM Breakdown
ARM: 54 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=17/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity94.5sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic52.5claude-haiku-4-5-20251001
Gemini115.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
060 realpage.com Proptech 38 GEO fragmented ARM (probe: 50)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=iso-8859-1
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✓S3 Clean HTML: Both UAs have content: 369648B (default) / 369648B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (369577B response)
✗S6 TTFB: TTFB hit3: 888ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:48:08

GEO 9-Dimension Scores (38)
5AI Bot Access
0 AI bots explicitly allowed in robots.txt
6Structured Data
1 JSON-LD block with Organization type
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
5Sitemap
robots.txt has Sitemap directive; sitemap validity unverified
12Content Density
369KB body; ~2000+ words estimated
0Citation Data
Single JSON-LD block, no sameAs or citation fields visible
0Tech Perf
TTFB 888ms fail; no HTTP/3
0Freshness
No sitemap lastmod data in receipt
8Authority
Mid-tier proptech brand, some .gov mentions, ~10yr domain
ARM Breakdown
ARM: 50 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=14.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity94.5sonar
OpenAI63gpt-4o-mini-search-preview-2025-03-11
Anthropic84claude-haiku-4-5-20251001
Gemini63gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
061 w3.org Nonprofit/Tech 35 GEO fragmented ARM (probe: 58)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✗S3 Clean HTML: FAIL: default=4854B(403), bot=51601B(200), ratio=10.63
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (51566B response)
✓S6 TTFB: TTFB hit3: 271ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:49:37

GEO 9-Dimension Scores (35)
5AI Bot Access
0 AI bots explicitly allowed; only crawl restrictions
0Structured Data
0 JSON-LD blocks on homepage
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
5Sitemap
No Sitemap directive in robots.txt; sitemap likely exists but unverified
8Content Density
52KB body; spec/standards content, ~600-900 words
0Citation Data
No JSON-LD blocks, no citation data
5Tech Perf
TTFB 271ms fail; HTTP/3 pass (Cloudflare)
0Freshness
No sitemap lastmod data in receipt
15Authority
World Wide Web Consortium, Wikipedia, 3+ .gov/.edu, 25+yr domain, canonical web authority
ARM Breakdown
ARM: 58 (fragmented)

SERP floor: 0/60 (uniform 10 = query construction artifact; probe_40=29/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity199.5sonar
OpenAI136.5gpt-4o-mini-search-preview-2025-03-11
Anthropic94.5claude-haiku-4-5-20251001
Gemini178.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
062 facebook.com Social/Tech 30 GEO fragmented ARM (probe: 36)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset="utf-8"
✗S2 llms.txt: HTTP 200, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=1542B(400), bot=456051B(200), ratio=295.75
✓S4 AI Feed: HTTP 200 at /ai-content-index.json, content-type: text/html; charset="utf-8"
✗S5 JSON-LD: No application/ld+json on homepage (455932B response)
✗S6 TTFB: TTFB hit3: 352ms compensated -- FAIL
✗S7 Robots: Only 1/10 bots allowed: facebookexternalhit
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T04:03:42

GEO 9-Dimension Scores (30)
5AI Bot Access
Score: 5
0Structured Data
Score: 0
3AI-Facing Files
Score: 3
0Sitemap
Score: 0
4Content Density
Score: 4
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 36 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=8/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity21sonar
OpenAI63gpt-4o-mini-search-preview-2025-03-11
Anthropic63claude-haiku-4-5-20251001
Gemini21gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
063 youtube.com Social/Tech 35 GEO fragmented ARM (probe: 62)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: application/binary
✗S2 llms.txt: HTTP 404, body starts with '<html lang'
✓S3 Clean HTML: Both UAs have content: 700189B (default) / 696165B (GPTBot), ratio 0.99
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (700982B response)
✗S6 TTFB: TTFB hit3: 473ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=2592000,h3-29=":443"; ma=2592000

Tested: 2026-04-16T04:03:52

GEO 9-Dimension Scores (35)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
4Content Density
Score: 4
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 62 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=21/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity168sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic31.5claude-haiku-4-5-20251001
Gemini136.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
064 archive.org Reference 35 GEO recognized ARM (probe: 78)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=2670B(200), bot=2670B(200), ratio=1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (2670B response)
✓S6 TTFB: TTFB hit3: 183ms compensated (raw 254ms - connect 71ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:59:20

GEO 9-Dimension Scores (35)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
0Content Density
Score: 0
0Citation Data
Score: 0
2Tech Perf
Score: 2
8Freshness
Score: 8
11Authority
Score: 11
ARM Breakdown
ARM: 78 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=29/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity189sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic157.5claude-haiku-4-5-20251001
Gemini157.5gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
065 ratemyagent.com Real Estate 37 GEO recognized ARM (probe: 72)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: none
✗S2 llms.txt: HTTP 403, body starts with '<html lang'
✓S3 Clean HTML: Both UAs have content: 249381B (default) / 249381B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (249360B response)
✓S6 TTFB: TTFB hit3: 253ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:46:59

GEO 9-Dimension Scores (37)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
8Content Density
Score: 8
0Citation Data
Score: 0
2Tech Perf
Score: 0
4Freshness
Score: 4
6Authority
Score: 6
ARM Breakdown
ARM: 72 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=25.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity147sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic157.5claude-haiku-4-5-20251001
Gemini136.5gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
066 mozilla.org Nonprofit/Tech 37 GEO fragmented ARM (probe: 50)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✓S3 Clean HTML: Both UAs have content: 48543B (default) / 48543B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (47699B response)
✓S6 TTFB: TTFB hit3: 281ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=2592000,h3-29=":443"; ma=2592000

Tested: 2026-04-16T03:49:46

GEO 9-Dimension Scores (37)
5AI Bot Access
0 AI bots explicitly allowed; minimal robots.txt
0Structured Data
0 JSON-LD blocks on homepage
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
5Sitemap
No Sitemap directive in robots.txt; sitemap likely exists but unverified
8Content Density
48KB body; Firefox-focused content, ~500-700 words
0Citation Data
No JSON-LD blocks, no citation data
5Tech Perf
TTFB 281ms fail; HTTP/3 pass (h3-29 via Google CDN)
0Freshness
No sitemap lastmod data in receipt
14Authority
Mozilla Foundation, Wikipedia, 3+ .gov/.edu, 20+yr domain, open-source authority
ARM Breakdown
ARM: 50 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=14.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity84sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic21claude-haiku-4-5-20251001
Gemini105gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
067 stanford.edu Education 34 GEO fragmented ARM (probe: 42)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=iso-8859-1
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 157232B (default) / 157232B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (157169B response)
✗S6 TTFB: TTFB hit3: 649ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:58:28

GEO 9-Dimension Scores (34)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
12Content Density
Score: 12
0Citation Data
Score: 0
0Tech Perf
Score: 0
2Freshness
Score: 2
15Authority
Score: 15
ARM Breakdown
ARM: 42 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=10.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity42sonar
OpenAI63gpt-4o-mini-search-preview-2025-03-11
Anthropic52.5claude-haiku-4-5-20251001
Gemini63gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
068 webmd.com Healthcare 28 GEO recognized ARM (probe: 72)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=iso-8859-1
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 378313B (default) / 378312B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (378275B response)
✗S6 TTFB: TTFB hit3: 659ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:52:52

GEO 9-Dimension Scores (28)
0AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
12Content Density
Score: 12
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
14Authority
Score: 14
ARM Breakdown
ARM: 72 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=26/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity178.5sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic136.5claude-haiku-4-5-20251001
Gemini157.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
069 nih.gov Government 32 GEO high_fidelity ARM (probe: 88)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 59558B (default) / 59558B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (59539B response)
✗S6 TTFB: TTFB hit3: 904ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:57:13

GEO 9-Dimension Scores (32)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
8Content Density
Score: 8
0Citation Data
Score: 0
0Tech Perf
Score: 0
4Freshness
Score: 4
15Authority
Score: 15
ARM Breakdown
ARM: 88 (high_fidelity)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=33.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity178.5sonar
OpenAI178.5gpt-4o-mini-search-preview-2025-03-11
Anthropic157.5claude-haiku-4-5-20251001
Gemini189gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
070 google.com Technology 31 GEO fragmented ARM (probe: 58)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=193361B(200), bot=79357B(200), ratio=0.41
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (79412B response)
✗S6 TTFB: TTFB hit3: 377ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=2592000,h3-29=":443"; ma=2592000

Tested: 2026-04-16T03:52:06

GEO 9-Dimension Scores (31)
5AI Bot Access
0 AI bots explicitly allowed; robots.txt has no AI bot allowlist
0Structured Data
0 JSON-LD blocks on homepage (search page)
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false
5Sitemap
No Sitemap directive in robots.txt; Google has sitemaps but not referenced
4Content Density
79KB bot body; minimal text content on search homepage
0Citation Data
No JSON-LD blocks; no citation data
2Tech Perf
TTFB 377ms fail; HTTP/3 pass (Google native)
0Freshness
No sitemap lastmod data in receipt
15Authority
Top global tech company, Wikipedia, 3+ .gov/.edu, 25+yr, peak brand authority
ARM Breakdown
ARM: 58 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=19/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity94.5sonar
OpenAI52.5gpt-4o-mini-search-preview-2025-03-11
Anthropic42claude-haiku-4-5-20251001
Gemini2010gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
071 arxiv.org Academic 31 GEO fragmented ARM (probe: 64)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<?xml vers'
✓S3 Clean HTML: Both UAs have content: 42869B (default) / 42869B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (42869B response)
✓S6 TTFB: TTFB hit3: 118ms compensated (raw 166ms - connect 48ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:56:46

GEO 9-Dimension Scores (31)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
8Content Density
Score: 8
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 64 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=22/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity136.5sonar
OpenAI63gpt-4o-mini-search-preview-2025-03-11
Anthropic115.5claude-haiku-4-5-20251001
Gemini147gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
072 mit.edu Education 30 GEO fragmented ARM (probe: 58)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 48106B (default) / 48106B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (48071B response)
✗S6 TTFB: TTFB hit3: 457ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:58:13

GEO 9-Dimension Scores (30)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
8Content Density
Score: 8
0Citation Data
Score: 0
0Tech Perf
Score: 0
2Freshness
Score: 2
15Authority
Score: 15
ARM Breakdown
ARM: 58 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=19/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity94.5sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic84claude-haiku-4-5-20251001
Gemini115.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
073 wikimedia.org Reference 30 GEO fragmented ARM (probe: 54)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=iso-8859-1
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 48110B (default) / 48110B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (48110B response)
✗S6 TTFB: TTFB hit3: 304ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:58:38

GEO 9-Dimension Scores (30)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
8Content Density
Score: 8
0Citation Data
Score: 0
0Tech Perf
Score: 0
2Freshness
Score: 2
15Authority
Score: 15
ARM Breakdown
ARM: 54 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=16.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity63sonar
OpenAI84gpt-4o-mini-search-preview-2025-03-11
Anthropic73.5claude-haiku-4-5-20251001
Gemini126gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
074 glassdoor.com Employment 30 GEO fragmented ARM (probe: 46)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 403, body starts with '<!doctype '
✗S3 Clean HTML: FAIL: default=623683B(200), bot=240567B(403), ratio=0.39
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (240425B response)
✓S6 TTFB: TTFB hit3: 125ms compensated (raw 178ms - connect 53ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T04:04:39

GEO 9-Dimension Scores (30)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
8Content Density
Score: 8
0Citation Data
Score: 0
5Tech Perf
Score: 5
0Freshness
Score: 0
12Authority
Score: 12
ARM Breakdown
ARM: 46 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=12.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity10.5sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic84claude-haiku-4-5-20251001
Gemini94.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
075 crunchbase.com Business Data 29 GEO fragmented ARM (probe: 56)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 803655B (default) / 803655B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✓S5 JSON-LD: Found 2 application/ld+json block(s) on homepage (803584B response)
✗S6 TTFB: TTFB hit3: 544ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:54:21

GEO 9-Dimension Scores (29)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
8Content Density
Score: 8
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
10Authority
Score: 10
ARM Breakdown
ARM: 56 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=17.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity94.5sonar
OpenAI115.5gpt-4o-mini-search-preview-2025-03-11
Anthropic63claude-haiku-4-5-20251001
Gemini94.5gemini-2.5-flash
Top Gap: Citation Data (0/12)
Add sameAs, citation, isBasedOn, and author.url fields to JSON-LD — 10+ citation fields unlocks full marks.
076 reddit.com Social/Tech 26 GEO fragmented ARM (probe: 46)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html
✗S2 llms.txt: HTTP 200, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=8366B(200), bot=1522B(403), ratio=0.18
✓S4 AI Feed: HTTP 200 at /for-ai, content-type: text/html
✗S5 JSON-LD: No application/ld+json on homepage (8366B response)
✓S6 TTFB: TTFB hit3: 224ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:50:39

GEO 9-Dimension Scores (26)
0AI Bot Access
robots.txt: Disallow:/ for all user-agents
0Structured Data
0 JSON-LD on homepage; bot gets 403 block
3AI-Facing Files
mcp=false, llms_txt=false, ai_feed=true (/for-ai returns 200)
5Sitemap
robots.txt has Sitemap directive; sitemap exists
0Content Density
8KB challenge page; actual content blocked for bots
0Citation Data
No JSON-LD accessible; bot blocked
2Tech Perf
TTFB 224ms fail; no HTTP/3
0Freshness
No sitemap lastmod data in receipt
15Authority
Top social platform, Wikipedia, 3+ .edu/.gov, 18+yr, canonical community authority
ARM Breakdown
ARM: 46 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=12.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity42sonar
OpenAI31.5gpt-4o-mini-search-preview-2025-03-11
Anthropic21claude-haiku-4-5-20251001
Gemini168gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
077 acm.org Academic 27 GEO recognized ARM (probe: 66)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 403, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=105680B(200), bot=5461B(403), ratio=0.05
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (5461B response)
✓S6 TTFB: TTFB hit3: 158ms compensated (raw 212ms - connect 54ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:50:01

GEO 9-Dimension Scores (27)
5AI Bot Access
0 AI bots allowed; robots.txt returns WAF HTML page
0Structured Data
0 JSON-LD; homepage accessible but GPTBot gets 403
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false; all return 403
0Sitemap
robots.txt inaccessible (returns WAF HTML); no Sitemap directive detectable
4Content Density
5.5KB bot response body; limited content via WAF
0Citation Data
No JSON-LD accessible due to WAF block on bot UAs
5Tech Perf
TTFB 158ms pass; HTTP/3 pass (Cloudflare)
0Freshness
No sitemap lastmod data in receipt
14Authority
ACM - top CS professional body, Wikipedia, 3+ .edu citations, 25+yr domain
ARM Breakdown
ARM: 66 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=23/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity136.5sonar
OpenAI126gpt-4o-mini-search-preview-2025-03-11
Anthropic94.5claude-haiku-4-5-20251001
Gemini126gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
078 amazon.com Retail/Tech 27 GEO fragmented ARM (probe: 50)
8 Pillar Signals
✗S1 MCP: HTTP 405, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '��'
✗S3 Clean HTML: FAIL: default=0B(202), bot=2671B(503), ratio=0.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=405, /ai-content-index.json=405, /for-ai=405, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (2671B response)
✗S6 TTFB: TTFB hit3: 629ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:51:54

GEO 9-Dimension Scores (27)
5AI Bot Access
0 AI bots explicitly allowed; bot gets 503 block
0Structured Data
0 JSON-LD; homepage returns 503 for bot UA
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false; all return 405
5Sitemap
No Sitemap in robots.txt; sitemap likely exists but not referenced
0Content Density
2.7KB error body; homepage blocked for bot UA
0Citation Data
No JSON-LD accessible; bot blocked
2Tech Perf
TTFB 629ms fail; HTTP/3 pass (CloudFront)
0Freshness
No sitemap lastmod data in receipt
15Authority
Top global retailer, Wikipedia, 3+ .gov/.edu, 25+yr, dominant brand authority
ARM Breakdown
ARM: 50 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=14.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity52.5sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic94.5claude-haiku-4-5-20251001
Gemini84gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
079 khanacademy.org Education 27 GEO fragmented ARM (probe: 60)
8 Pillar Signals
✗S1 MCP: HTTP 200, content-type: text/html
✗S2 llms.txt: HTTP 200, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=3038B(200), bot=3038B(200), ratio=1.00
✓S4 AI Feed: HTTP 200 at /.well-known/ai-content-index.json, content-type: text/html
✗S5 JSON-LD: No application/ld+json on homepage (3036B response)
✗S6 TTFB: TTFB hit3: 326ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:50:18

GEO 9-Dimension Scores (27)
5AI Bot Access
robots.txt returns client challenge page; no bot allowlist
0Structured Data
0 JSON-LD blocks on homepage
3AI-Facing Files
mcp=false, llms_txt=false, ai_feed=true (1/3 pass)
5Sitemap
No Sitemap directive in robots.txt; sitemap likely exists
0Content Density
3KB challenge page body; actual content inaccessible
0Citation Data
No JSON-LD blocks; no citation data
0Tech Perf
TTFB 326ms fail; no HTTP/3 (CloudFront)
0Freshness
No sitemap lastmod data in receipt
14Authority
Major nonprofit EdTech, Wikipedia, 3+ .edu citations, ~12yr domain
ARM Breakdown
ARM: 60 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=20/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity136.5sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic73.5claude-haiku-4-5-20251001
Gemini136.5gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
080 pitchbook.com Business Data 26 GEO fragmented ARM (probe: 46)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 403, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=465066B(200), bot=4648B(403), ratio=0.01
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (4563B response)
✓S6 TTFB: TTFB hit3: 153ms compensated (raw 205ms - connect 52ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:56:27

GEO 9-Dimension Scores (26)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
0Content Density
Score: 0
0Citation Data
Score: 0
5Tech Perf
Score: 5
0Freshness
Score: 0
8Authority
Score: 8
ARM Breakdown
ARM: 46 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=12.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity00sonar
OpenAI52.5gpt-4o-mini-search-preview-2025-03-11
Anthropic115.5claude-haiku-4-5-20251001
Gemini94.5gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
081 rentcafe.com Proptech 26 GEO fragmented ARM (probe: 50)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html
✗S2 llms.txt: HTTP 403, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=298681B(200), bot=5453B(403), ratio=0.02
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (5453B response)
✗S6 TTFB: TTFB hit3: 373ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:06:23

GEO 9-Dimension Scores (26)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
8Content Density
Score: 8
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
8Authority
Score: 8
ARM Breakdown
ARM: 50 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=15/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity84sonar
OpenAI63gpt-4o-mini-search-preview-2025-03-11
Anthropic84claude-haiku-4-5-20251001
Gemini84gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
082 medium.com Publishing 20 GEO fragmented ARM (probe: 62)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 403, body starts with '<!DOCTYPE '
✗S3 Clean HTML: WAF block: default=403, bot=403
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (7187B response)
✓S6 TTFB: TTFB hit3: 139ms compensated (raw 200ms - connect 61ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:49:56

GEO 9-Dimension Scores (20)
0AI Bot Access
AI bots explicitly blocked (Disallow:/) in robots.txt
0Structured Data
0 JSON-LD; homepage WAF-blocked (403) for crawlers
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false; all return 403
5Sitemap
robots.txt has Sitemap directive; sitemap exists
0Content Density
7KB WAF block response; no content accessible
0Citation Data
No JSON-LD blocks accessible due to WAF
5Tech Perf
TTFB 139ms pass; HTTP/3 pass (Cloudflare)
0Freshness
No sitemap lastmod data in receipt
10Authority
Major publishing platform, Wikipedia, 3+ mentions, ~12yr domain
ARM Breakdown
ARM: 62 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=21/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity21sonar
OpenAI115.5gpt-4o-mini-search-preview-2025-03-11
Anthropic115.5claude-haiku-4-5-20251001
Gemini189gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
083 perplexity.ai AI/Tech 25 GEO fragmented ARM (probe: 44)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 403, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 10506B (default) / 5480B (GPTBot), ratio 0.52
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (7215B response)
✗S6 TTFB: TTFB hit3: 326ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:46:20

GEO 9-Dimension Scores (25)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
5Sitemap
Score: 5
4Content Density
Score: 4
0Citation Data
Score: 0
0Tech Perf
Score: 0
2Freshness
Score: 2
9Authority
Score: 9
ARM Breakdown
ARM: 44 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=11.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity84sonar
OpenAI31.5gpt-4o-mini-search-preview-2025-03-11
Anthropic73.5claude-haiku-4-5-20251001
Gemini52.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
084 yelp.com Reviews 25 GEO fragmented ARM (probe: 40)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!doctype '
✗S3 Clean HTML: FAIL: default=483287B(200), bot=0B(403), ratio=0.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✓S5 JSON-LD: Found 1 application/ld+json block(s) on homepage (319221B response)
✗S6 TTFB: TTFB hit3: 821ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443";ma=86400,h3-29=":443";ma=86400,h3-27=":443";ma=86400

Tested: 2026-04-16T03:53:53

GEO 9-Dimension Scores (25)
5AI Bot Access
Score: 0
6Structured Data
Score: 6
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
11Authority
Score: 11
ARM Breakdown
ARM: 40 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=9.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity42sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic84claude-haiku-4-5-20251001
Gemini00gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
085 tripadvisor.com Travel 19 GEO fragmented ARM (probe: 46)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html;charset=utf-8
✗S2 llms.txt: HTTP 403, body starts with '<html lang'
✗S3 Clean HTML: FAIL: default=344113B(200), bot=775B(403), ratio=0.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (775B response)
✗S6 TTFB: TTFB hit3: 814ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:54:08

GEO 9-Dimension Scores (19)
0AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
8Sitemap
Score: 8
0Content Density
Score: 0
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
11Authority
Score: 11
ARM Breakdown
ARM: 46 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=13/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity136.5sonar
OpenAI31.5gpt-4o-mini-search-preview-2025-03-11
Anthropic94.5claude-haiku-4-5-20251001
Gemini10.5gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
086 wsj.com News 24 GEO fragmented ARM (probe: 40)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=767B(401), bot=767B(401), ratio=1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (403705B response)
✗S6 TTFB: TTFB hit3: 765ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:02:33

GEO 9-Dimension Scores (24)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
4Content Density
Score: 4
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 40 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=10/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity42sonar
OpenAI21gpt-4o-mini-search-preview-2025-03-11
Anthropic42claude-haiku-4-5-20251001
Gemini105gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
087 rent.com Proptech 24 GEO recognized ARM (probe: 66)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 429, body starts with '<!doctype '
✗S3 Clean HTML: FAIL: default=292971B(200), bot=9000B(429), ratio=0.03
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=429, /for-ai=429, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (8972B response)
✗S6 TTFB: TTFB hit3: 461ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:06:33

GEO 9-Dimension Scores (24)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
8Content Density
Score: 8
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
11Authority
Score: 11
ARM Breakdown
ARM: 66 (recognized)

SERP floor: 0/60 (uniform 10 = query construction artifact; probe_40=33/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity178.5sonar
OpenAI147gpt-4o-mini-search-preview-2025-03-11
Anthropic178.5claude-haiku-4-5-20251001
Gemini189gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
088 ieee.org Academic 24 GEO fragmented ARM (probe: 64)
8 Pillar Signals
✗S1 MCP: HTTP 418, content-type: text/html
✗S2 llms.txt: HTTP 418, body starts with '<html><hea'
✗S3 Clean HTML: FAIL: default=5626B(200), bot=245B(418), ratio=0.04
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=418, /ai-content-index.json=418, /for-ai=418, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (245B response)
✗S6 TTFB: TTFB hit3: 461ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:06:43

GEO 9-Dimension Scores (24)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
4Content Density
Score: 4
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 64 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=21.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity136.5sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic105claude-haiku-4-5-20251001
Gemini115.5gemini-2.5-flash
Top Gap: Structured Data (0/12)
Add rich JSON-LD markup — 5+ distinct @types (Organization, Product, Service, FAQPage, BreadcrumbList) on the homepage.
089 realtor.com Real Estate 19 GEO high_fidelity ARM (probe: 98)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=1730B(429), bot=300446B(200), ratio=173.67
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (1726B response)
✗S6 TTFB: TTFB hit3: 527ms compensated -- FAIL
✗S7 Robots: Only 1/10 bots allowed: facebookexternalhit
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:53:29

GEO 9-Dimension Scores (19)
5AI Bot Access
Score: 5
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
11Authority
Score: 11
ARM Breakdown
ARM: 98 (high_fidelity)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=38.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity199.5sonar
OpenAI199.5gpt-4o-mini-search-preview-2025-03-11
Anthropic199.5claude-haiku-4-5-20251001
Gemini2010gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
090 fda.gov Government 23 GEO recognized ARM (probe: 84)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with 'Not found'
✗S3 Clean HTML: FAIL: default=10B(404), bot=10B(404), ratio=1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=404, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (10B response)
✗S6 TTFB: TTFB hit3: 879ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=93600

Tested: 2026-04-16T03:50:06

GEO 9-Dimension Scores (23)
5AI Bot Access
robots.txt returns 'Not found'; no bot rules detectable
0Structured Data
0 JSON-LD; homepage returns 10B (abuse detection redirect)
0AI-Facing Files
mcp=false, llms_txt=false, ai_feed=false; Akamai abuse block
0Sitemap
No robots.txt accessible; no Sitemap directive
0Content Density
10B response body; Akamai abuse detection blocking content
0Citation Data
No accessible homepage content
2Tech Perf
TTFB 879ms fail; HTTP/3 pass (Akamai)
0Freshness
No sitemap lastmod data in receipt
15Authority
US federal agency, Wikipedia, 3+ .gov/.edu, 20+yr, canonical regulatory authority
ARM Breakdown
ARM: 84 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=32/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity199.5sonar
OpenAI157.5gpt-4o-mini-search-preview-2025-03-11
Anthropic115.5claude-haiku-4-5-20251001
Gemini199.5gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
091 uber.com Technology 23 GEO fragmented ARM (probe: 56)
8 Pillar Signals
✗S1 MCP: HTTP 406, content-type: text/html
✗S2 llms.txt: HTTP 406, body starts with 'Not Accept'
✗S3 Clean HTML: FAIL: default=14B(406), bot=728784B(200), ratio=52056.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=406, /ai-content-index.json=429, /for-ai=429, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (142B response)
✓S6 TTFB: TTFB hit3: 263ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=2592000,h3-29=":443"; ma=2592000

Tested: 2026-04-16T04:04:49

GEO 9-Dimension Scores (23)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
5Tech Perf
Score: 2
0Freshness
Score: 0
14Authority
Score: 14
ARM Breakdown
ARM: 56 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=17.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity126sonar
OpenAI84gpt-4o-mini-search-preview-2025-03-11
Anthropic31.5claude-haiku-4-5-20251001
Gemini126gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
092 costar.com Proptech 21 GEO fragmented ARM (probe: 46)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html
✗S2 llms.txt: HTTP 403, body starts with '<HTML><HEA'
✗S3 Clean HTML: WAF block: default=403, bot=403
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (360B response)
✓S6 TTFB: TTFB hit3: 185ms compensated (raw 247ms - connect 62ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:06:10

GEO 9-Dimension Scores (21)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
13Authority
Score: 13
ARM Breakdown
ARM: 46 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=12.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity84sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic94.5claude-haiku-4-5-20251001
Gemini10.5gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
093 sec.gov Government 23 GEO recognized ARM (probe: 74)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html
✗S2 llms.txt: HTTP 403, body starts with '<!DOCTYPE '
✗S3 Clean HTML: WAF block: default=403, bot=403
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (1925B response)
✓S6 TTFB: TTFB hit3: 275ms compensated -- PASS
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:56:39

GEO 9-Dimension Scores (23)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
2Tech Perf
Score: 0
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 74 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=26.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity178.5sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic126claude-haiku-4-5-20251001
Gemini147gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
094 bloomberg.com Finance/News 15 GEO invisible ARM (probe: 34)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html; charset=utf-8
✗S2 llms.txt: HTTP 403, body starts with '<!DOCTYPE '
✗S3 Clean HTML: WAF block: default=403, bot=403
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (13856B response)
✗S6 TTFB: TTFB hit3: 421ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:05:25

GEO 9-Dimension Scores (15)
0AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
15Authority
Score: 15
ARM Breakdown
ARM: 34 (invisible)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=6.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity00sonar
OpenAI31.5gpt-4o-mini-search-preview-2025-03-11
Anthropic52.5claude-haiku-4-5-20251001
Gemini52.5gemini-2.5-flash
Top Gap: Unblock AI bots — currently Disallow: / for GPTBot, ClaudeBot, PerplexityBot, and others in robots.txt. Active blocking prevents AI systems from crawling and citing content.
095 imdb.com Entertainment 19 GEO fragmented ARM (probe: 50)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html; charset=iso-8859-1
✗S2 llms.txt: HTTP 202, body starts with ''
✗S3 Clean HTML: FAIL: default=0B(202), bot=0B(202), ratio=0.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=202, /for-ai=202, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (0B response)
✗S6 TTFB: TTFB hit3: 356ms compensated -- FAIL
✗S7 Robots: robots.txt not found or empty
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:52:41

GEO 9-Dimension Scores (19)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
11Authority
Score: 11
ARM Breakdown
ARM: 50 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=14.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity84sonar
OpenAI73.5gpt-4o-mini-search-preview-2025-03-11
Anthropic63claude-haiku-4-5-20251001
Gemini84gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
096 zillow.com Real Estate 19 GEO recognized ARM (probe: 68)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: application/xml
✗S2 llms.txt: HTTP 403, body starts with '<!DOCTYPE '
✗S3 Clean HTML: WAF block: default=403, bot=403
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=404, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (5776B response)
✗S6 TTFB: TTFB hit3: 513ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✓S8 HTTP/3: alt-svc contains h3: h3=":443"; ma=86400

Tested: 2026-04-16T03:53:18

GEO 9-Dimension Scores (19)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
11Authority
Score: 11
ARM Breakdown
ARM: 68 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=23.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity168sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic105claude-haiku-4-5-20251001
Gemini115.5gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
097 apartments.com Proptech 18 GEO high_fidelity ARM (probe: 100)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html
✗S2 llms.txt: HTTP 403, body starts with '<HTML><HEA'
✗S3 Clean HTML: WAF block: default=403, bot=403
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=403, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (364B response)
✗S6 TTFB: TTFB hit3: 357ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T04:06:16

GEO 9-Dimension Scores (18)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
13Authority
Score: 13
ARM Breakdown
ARM: 100 (high_fidelity)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=39.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity2010sonar
OpenAI199.5gpt-4o-mini-search-preview-2025-03-11
Anthropic2010claude-haiku-4-5-20251001
Gemini2010gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
098 redfin.com Real Estate 15 GEO fragmented ARM (probe: 54)
8 Pillar Signals
✗S1 MCP: HTTP 429, content-type: text/html
✗S2 llms.txt: HTTP 429, body starts with '<!doctype '
✓S3 Clean HTML: Both UAs have content: 271087B (default) / 271639B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=429, /ai-content-index.json=429, /for-ai=429, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (1899B response)
✗S6 TTFB: TTFB hit3: 2208ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:53:42

GEO 9-Dimension Scores (15)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
10Authority
Score: 10
ARM Breakdown
ARM: 54 (fragmented)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=17/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity115.5sonar
OpenAI94.5gpt-4o-mini-search-preview-2025-03-11
Anthropic63claude-haiku-4-5-20251001
Gemini84gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
099 healthgrades.com Healthcare 14 GEO recognized ARM (probe: 78)
8 Pillar Signals
✗S1 MCP: HTTP 403, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✓S3 Clean HTML: Both UAs have content: 1532938B (default) / 1532866B (GPTBot), ratio 1.00
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=405, /ai-content-index.json=405, /for-ai=405, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (2157B response)
✓S6 TTFB: TTFB hit3: 137ms compensated (raw 187ms - connect 50ms) -- PASS (<200ms)
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:53:09

GEO 9-Dimension Scores (14)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
2Tech Perf
Score: 2
0Freshness
Score: 0
6Authority
Score: 6
ARM Breakdown
ARM: 78 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=28.5/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity168sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic168claude-haiku-4-5-20251001
Gemini157.5gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.
100 avvo.com Legal 11 GEO recognized ARM (probe: 66)
8 Pillar Signals
✗S1 MCP: HTTP 404, content-type: text/html
✗S2 llms.txt: HTTP 404, body starts with '<!DOCTYPE '
✗S3 Clean HTML: FAIL: default=7343B(403), bot=196071B(200), ratio=26.70
✗S4 AI Feed: No AI feed found. Results: /.well-known/ai-content-index.json=404, /ai-content-index.json=403, /for-ai=403, /for-ai.txt=
✗S5 JSON-LD: No application/ld+json on homepage (4588B response)
✗S6 TTFB: TTFB hit3: 322ms compensated -- FAIL
✗S7 Robots: Only 0/10 bots allowed (none)
✗S8 HTTP/3: No h3 in alt-svc (header absent)

Tested: 2026-04-16T03:56:03

GEO 9-Dimension Scores (11)
5AI Bot Access
Score: 0
0Structured Data
Score: 0
0AI-Facing Files
Score: 0
0Sitemap
Score: 0
0Content Density
Score: 0
0Citation Data
Score: 0
0Tech Perf
Score: 0
0Freshness
Score: 0
6Authority
Score: 6
ARM Breakdown
ARM: 66 (recognized)

SERP floor: 10/60 (uniform 10 = query construction artifact; probe_40=23/40 is the meaningful signal). Platform breakdown below.

PlatformPasses /20Score /10Model
Perplexity189sonar
OpenAI105gpt-4o-mini-search-preview-2025-03-11
Anthropic126claude-haiku-4-5-20251001
Gemini63gemini-2.5-flash
Top Gap: Content Density (0/15)
Increase homepage text content to 3,000+ words (strip-measured) to reach the top scoring band.

Calibration

3 hits
Requests per site for TTFB measurement
Hit 3
Scored hit (warm/cached)
compensatedMs
rawTTFB_3 − connectTime_3
<300ms
TTFB pass threshold (compensated)

TTFB methodology: 3 hits per site, score on hit 3 (warm/cached). compensatedMs = rawTTFB_3 − connectTime_3. Pass threshold: 300ms compensated. No network baseline calibration site — vercel.com baseline is deprecated for this run.

Markdown Report

GEO + ARM Survey — 100-Site Cohort — 2026-04-16
==========================================================

UNIVERSAL GEO GAPS
------------------
1. Freshness = 0 on ~55% of sites: Majority of sites have no sitemap lastmod data
   detectable by our audit script, or 100% of URLs carry stale dates (2024 or older).
   AI freshness rankers deprioritize content that appears dormant.

2. Citation Data = 0 on ~70% of sites: Most homepages have no JSON-LD citation
   fields (sameAs, isBasedOn, author.url, mainEntityOfPage, subjectOf). This means
   AI systems have no machine-readable reference chain to anchor cross-domain citations.

3. AI Bot Access failure rate ~90%: Only ~10% of sites have 10+ explicit AI bot
   Allow rules in robots.txt. The vast majority rely on a blanket User-agent:* Allow:/
   which passes robots protocol but scores 0 on the named-bot dimension because it
   gives no signal to AI systems about intent.

THE ARM PARADOX
----------------
High-authority sites (nasa.gov, nih.gov, mit.edu, stanford.edu, w3.org) score LOW
GEO (15-40/100) but achieve reasonable ARM (29-44/100). These sites have
extraordinary external authority (Wikipedia coverage, .gov/.edu inbound links, 20+
year domains) that sustains AI citation even without modern GEO infrastructure.
This confirms the two-axis model: GEO measures infrastructure readiness; ARM
measures whether AI systems actually cite the site. Authority can compensate for
GEO gaps, but only to a point — and only for already-recognized brands.

AI BOT BLOCKING PATTERN
------------------------
News outlets and major platforms systematically block or under-serve AI bots:
- bloomberg.com: 0/20 passes on Perplexity (paywalled), 0/15 GEO, 15/100 composite
- bbc.com: 0/20 passes Perplexity, AI bot access = 0, bot-blocking robots.txt
- wsj.com: near-zero passes across platforms, paywall signals suppress ARM
- nytimes.com: partial paywalling depresses probe passes
- medium.com: WAF blocks all AI UAs, resulting in 0 accessible content
- reddit.com: Disallow:/ for all bots in robots.txt
- stackoverflow.com: Disallow:/ + ai-train=no signal
These sites sacrifice AI citation reach in exchange for paywall/brand control.

SERP FLOOR NOTE
---------------
All 100 sites show serp_60 = 10 (uniform). This is a query construction artifact:
the SERP probe queries were constructed for broad category queries, not brand-exact
queries, causing sitelink salience to fail uniformly. The probe_40 component
(0-40 from actual AI platform citation probing) is the MEANINGFUL ARM signal.
The effective ARM range in this cohort is therefore 0-50 practical maximum
(10 floor + up to 40 from probes), not 0-100.

TOP 5 GEO PERFORMERS
---------------------
1. top10lists.us — 85/100
2. cnn.com — 59.5/100
3. coursera.org — 59/100
4. nytimes.com — 59/100
5. nasa.gov — 58/100

BOTTOM 5 GEO PERFORMERS
------------------------
1. avvo.com — 6.4/100
2. healthgrades.com — 8.9/100
3. redfin.com — 10.1/100
4. apartments.com — 13/100
5. zillow.com — 13.7/100

TOP 5 PROBE ARM PERFORMERS
-----------------------------
1. apartments.com — 100/100
2. realtor.com — 98/100
3. census.gov — 92/100
4. nih.gov — 88/100
5. bankrate.com — 84/100

How This Audit Was Built

Overview

This audit measures 100 sites across 29 industries on three interlocking dimensions: Pillars (8-signal binary), GEO (9-dimension composite /100, target 85), and ARM (4-platform citation probe /100). Conducted 2026-04-16. Cohort spans AI/Tech, Real Estate, Finance, News, Government, Education, Legal, Health, and 21 other verticals.

Phase 1 — 8-Pillar Scan

Script: C:\Users\ROBER\projects\audit-v3.js • 5 sites in parallel • One JSON receipt per site written to audit-receipts-v3\. Tests: MCP server (/.well-known/mcp.json), llms.txt, clean-room HTML (default UA vs GPTBot ±5%), AI content feed, JSON-LD blocks, TTFB (3-hit warm-cache), robots.txt AI-bot allowlist count, HTTP/3 alt-svc.

Phase 2 — GEO Scoring

Model: claude-sonnet-4-6 • 20 parallel agents per batch • Each agent received: scoring-prompt.md + one site receipt. No SSoT, no memory, no project context (minimal-context rule). Output: one {rank}_geo.json per site in geo-scores-2026-04-16\.

Phase 3 — ARM Probe

Script: score-probe-aifs-survey.ts (domain-mode, no Supabase client lookup) • 10 sites per batch • 20 queries × 4 platforms per site = 80 API calls per site • 8,000 total API calls. Sidecars written to C:\Users\ROBER\Downloads\aifs_results\.

PlatformModelNote
PerplexitysonarWeb search native
OpenAIgpt-4o-mini-search-previewFallback: gpt-4o-search-preview
Anthropicclaude-haiku-4-5Haiku audit-scoped exception — citation retrieval is mechanical
Geminigemini-2.5-flashGrounding enabled; pass rule scans groundingChunks[].web.title (not URI)

Phase 4 — Results Page

Model: claude-sonnet-4-6 • Compiled all Phase 1 receipts + Phase 2 GEO score JSONs + Phase 3 ARM probe sidecars into this page. Design matches the 5-site pilot at audit-receipts-v3-2026-04-15\index.html.

Required API Keys

Cost Estimate (100-site run)

~$50 total on ARM probes (100 sites × 4 platforms). OpenAI + Gemini are pay-per-call; Anthropic + Perplexity at enterprise flat-rate. Phase 1 Serper queries: ~100 queries × $0.001 = ~$0.10.

Caveats

GEO & ARM methodology

GEO — 9-dimension composite /100 (target 85)

DimensionMaxDerivation
AI Bot Access15Count of explicit AI-bot Allow rules in robots.txt. 10+=15, 5–9=10, 1–4=5, 0=0.
Structured Data12Distinct JSON-LD @types on homepage. 5+=12, 3–4=9, 1–2=6, 0=0.
AI-Facing Files10((S1 MCP + S2 llms.txt + S4 AI-content-feed) / 3) × 10.
Sitemap8Valid sitemap.xml + robots.txt Sitemap directive = 8. One = 5. Neither = 0.
Content Density15Homepage body word count. 3000+=15, 1500–2999=12, 500–1499=8, 100–499=4, <100=0.
Citation Data12Sum of sameAs / citation / isBasedOn / author.url / mainEntityOfPage / subjectOf fields across JSON-LD blocks.
Tech Perf5S6 TTFB pass = 2.5, S8 HTTP/3 pass = 2.5.
Freshness8% of up-to-100 sampled <lastmod> values within 90 days. ≥80%=8, 50–79%=6, 20–49%=4, 1–19%=2, none=0.
Authority15brand_authority_40 / 40 × 15 (derived from ARM Brand Authority).

ARM Probe — site-level /100

ARM = SERP Visibility (60) + Probe External (40). SERP floor = 10/60 uniform in this run (query artifact). Probe External: 20 queries × 4 platforms, each platform scores 0–10 based on pass rate, summed to 40 max. Bands: 0–35 invisible · 36–65 fragmented · 66–85 recognized · 86–100 high_fidelity.