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AI Visibility Scorecard
Derrest Williams — Builder. Strategist. Operator.
derrestwilliams.com · Technology
Borderline visible. AI bots can crawl Derrest Williams — Builder. Strategist. Operator., but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,945,545 of 2,635,364 in Technology for AI visibility
3.8
/10
AEO Score
About Derrest Williams — Builder. Strategist. Operator.
from our crawl and measurement
"DW Ventures Experience Skills WritingContact Houston, TX · Open to Opportunities DerrestWilliams Customer success leader, paid media strategist, and serial entrepreneur." That is how Derrest Williams Builder. Strategist. Operator. introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
On its own pages the site does well on a clear heading structure and sitemaps and entity links AI can follow. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt and structured data describing the business.
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
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 3.8/10, Derrest Williams — Builder. Strategist. Operator. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Derrest Williams — Builder. Strategist. Operator.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/derrestwilliams
Cite this score: Engagemii (2026). "AEO Score for Derrest Williams — Builder. Strategist. Operator.." Retrieved from https://engagemii.com/aeo/brands/derrestwilliams
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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