AI Visibility Scorecard
Disambiguate
chriswheels.com · Finance & Insurance
At 2.5/10, Disambiguate is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#725,333 of 793,031 in Finance & Insurance for AI visibility
3
AEO Visibility
iNear-invisible · 2.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Disambiguate
from our crawl and measurement
Disambiguate describes itself simply: "To be clear, I am not affiliated with any person bearing the same name, whether said persons are legit or otherwise; furthermore, I (Chris Wheels) am NOT in any business to do with." As far as answer engines are concerned it may as well not exist yet: 2.5 out of 10.
On the page it is passable on basic crawler access. What holds it back is sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion 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 2.5/10, Disambiguate is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Disambiguate
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/chriswheels
Cite this score: Engagemii (2026). "AEO Score for Disambiguate." Retrieved from https://engagemii.com/aeo/brands/chriswheels
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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