AI Visibility Scorecard
Sean Madrid is Shape Machine
shapemachine.com · Technology
Borderline visible. AI bots can crawl Sean Madrid is Shape Machine, 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
#2,265,832 of 2,705,505 in Technology for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Sean Madrid is Shape Machine
from our crawl and measurement
Sean Madrid is Shape Machine describes itself simply: "Sean Madrid, technical product manager, APIs, developer experience, and the infrastructure agents run on. Most recently costQL, which prices an API call before an agent fires it." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
The 6 signals AI reads
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
Fair
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 3.5/10, Sean Madrid is Shape Machine is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Sean Madrid is Shape Machine
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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/shapemachine
Cite this score: Engagemii (2026). "AEO Score for Sean Madrid is Shape Machine." Retrieved from https://engagemii.com/aeo/brands/shapemachine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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