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AI Visibility Scorecard
F451 Labs
f451labs.com · Technology
At 1.6/10, F451 Labs is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,559,630 of 2,623,115 in Technology for AI visibility
1.6
/10
AEO Score
About F451 Labs
from our crawl and measurement
F451 Labs The Record Persists is a business whose own site puts it this way: "A personal field archive, IoT hardware, the software that reads it, and the record worth keeping." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.3 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
1
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
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 1.6/10, F451 Labs is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for F451 Labs
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
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Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/f451labs
Cite this score: Engagemii (2026). "AEO Score for F451 Labs." Retrieved from https://engagemii.com/aeo/brands/f451labs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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