#1,132,044 OF 1,384,309 IN FOOD & BEVERAGE
SCORE HISTORY BEGINS 2026-07-08
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AI Visibility Scorecard
David Willson
david-willson.com · Food & Beverage
At 3/10, David Willson 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,132,044 of 1,384,309 in Food & Beverage for AI visibility
3
AEO Visibility
iNear-invisible · 3/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About David Willson
from our crawl and measurement
David Willson describes itself simply: "Explore David Willson's professional portfolio showcasing a diverse range of work including product designs and projects in mechanical product development." As far as answer engines are concerned it may as well not exist yet: 2.8 out of 10.
Under the hood there is structured data on the page (WebSite) and a sitemap, but the score is capped by what is missing: an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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
1
Established authority for your domain.
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 3/10, David Willson is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for David Willson
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/david-willson
Cite this score: Engagemii (2026). "AEO Score for David Willson." Retrieved from https://engagemii.com/aeo/brands/david-willson
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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