AI Visibility Scorecard
austinmander.com · Technology
Borderline visible. AI bots can crawl Austin Mander, 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.
AI engines read this profile 1 times
Claude
#2,227,942 of 2,704,312 in Technology for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Technology average 28
Top 88% of Technology
See what's behind this score →3.5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
8
from our crawl and measurement
"Austin Mander, engineer and operator. I build AI systems that take over real work. Fractional CTO; founder of Mander." That is how Austin Mander introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.5/10, Austin Mander is crawlable but under-signaled - fixable, and the signals above are where to start.
Building something you can't buy?
Commercial work runs through the studio. Everything else — ideas, questions, introductions — lands in the inbox. THE STUDIO ↗ [email protected] GITHUB MANDER.AI © 2026 AUSTIN MANDER SET IN FRAUNCES & SOURCE SERIF — BUILT WITH THE FLEET
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/austinmander
Cite this score: Engagemii (2026). "AEO Score for Austin Mander." Retrieved from https://engagemii.com/aeo/brands/austinmander
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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