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AI Visibility Scorecard
David Dumbrell
daviddumbrell.com · Media & Entertainment
Somewhat visible. AI bots can read David Dumbrell, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#518,039 of 1,881,799 in Media & Entertainment for AI visibility
5.3
/10
AEO Score
About David Dumbrell
from our crawl and measurement
David Dumbrell is a business whose own site puts it this way: "Canadian artist David Dumbrell creates stunning works of automata from his Vancouver studio by combining wood, metal and fabric into mechanical designs that come to life using gear." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
1
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 5.3/10, David Dumbrell has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for David Dumbrell
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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/daviddumbrell
Cite this score: Engagemii (2026). "AEO Score for David Dumbrell." Retrieved from https://engagemii.com/aeo/brands/daviddumbrell
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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