AI Visibility Scorecard
f12dev
f12dev.com · Technology
Borderline visible. AI bots can crawl f12dev, 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
#2,256,402 of 2,705,965 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 3.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About f12dev
from our crawl and measurement
"A fullscreen crossfade hero, a parallax gallery of past events, and an inquiry form that lands in the owner's inbox." That is how f12dev introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.
The site 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
Fair
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
Weak
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.
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 3.1/10, f12dev is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for f12dev
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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 September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/f12dev
Cite this score: Engagemii (2026). "AEO Score for f12dev." Retrieved from https://engagemii.com/aeo/brands/f12dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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