AI Visibility Scorecard
AI Operator by F51 Labs. Acts. Stops at your gates. Leaves proof
f51labs.com · Technology
Borderline visible. AI bots can crawl AI Operator by F51 Labs. Acts. Stops at your gates. Leaves proof, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,025,898 of 2,706,155 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
6
AI Adoption
iBasic · 6/100
About AI Operator by F51 Labs. Acts. Stops at your gates. Leaves proof
from our crawl and measurement
"MIKE runs business workflows end-to-end on a local 35B model. Every action is written into a tamper-evident SHA-256 journal. Built in Montréal. Four-week pilot." That is how MIKE AI Operator by F51 Labs. Acts. Stops at your gates. Leaves proof. introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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 3.7/10, AI Operator by F51 Labs. Acts. Stops at your gates. Leaves proof is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for AI Operator by F51 Labs. Acts. Stops at your gates. Leaves proof
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Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/f51labs
Cite this score: Engagemii (2026). "AEO Score for AI Operator by F51 Labs. Acts. Stops at your gates. Leaves proof." Retrieved from https://engagemii.com/aeo/brands/f51labs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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