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AI Visibility Scorecard
Gray OAK
gray-oak.com · Nonprofits
Somewhat visible. AI bots can read Gray OAK, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Meta AI
#261,992 of 750,773 in Nonprofits for AI visibility
5.1
/10
AEO Score
About Gray OAK
from our crawl and measurement
Gray OAK describes itself simply: "Gray O.A.K., LLC is a Maine-based research and evaluation company working primarily with tribes and non-tribal agencies who work with tribes across the United States and in Alaska." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
5
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.1/10, Gray OAK has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Gray OAK
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/gray-oak
Cite this score: Engagemii (2026). "AEO Score for Gray OAK." Retrieved from https://engagemii.com/aeo/brands/gray-oak
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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