AI Visibility Scorecard
Embedded Systems Research — The Collaboratory
embeddedsystemsresearch.org · Professional Services
Borderline visible. AI bots can crawl Embedded Systems Research — The Collaboratory, 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 7 times
Claude · Apple Intelligence · Perplexity · ShapBot
#349,831 of 527,913 in Professional Services for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 59% of Professional Services companies
4
AEO Visibility
iNear-invisible · 3.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About Embedded Systems Research — The Collaboratory
from our crawl and measurement
Embedded Systems Research The Collaboratory describes itself simply: "Embedded Systems Research: AI strategy consulting built on decades of systems engineering. Mike Wolf × Claude. We know all the layers under the AI layer." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.6/10, Embedded Systems Research — The Collaboratory is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Embedded Systems Research — The Collaboratory
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/embeddedsystemsresearch-org
Cite this score: Engagemii (2026). "AEO Score for Embedded Systems Research — The Collaboratory." Retrieved from https://engagemii.com/aeo/brands/embeddedsystemsresearch-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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