AI Visibility Scorecard
Fred Demo Labs
freddemolabs.com · Other
Borderline visible. AI bots can crawl Fred Demo Labs, 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
3
AEO Visibility
iNear-invisible · 3.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Fred Demo Labs
from our crawl and measurement
Fred Demo Labs describes itself simply: "Fred Demo Labs je delavnica za inženirske rešitve po meri: 3D-tisk, 3D-skeniranje, CAD, prototipi, obnova in izdelava nestandardnih delov za konkretne naloge." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 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
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
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 3.2/10, Fred Demo Labs is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Imate nalogo, za katero ni ustrezne gotove rešitve?
Skupaj lahko preverimo, ali je smiselno nalogo rešiti z modeliranjem, skeniranjem, prototipiranjem ali izdelavo dela po meri. Pišite mi na e-pošto 09
Is this your brand?
The exact fixes for Fred Demo Labs
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/freddemolabs
Cite this score: Engagemii (2026). "AEO Score for Fred Demo Labs." Retrieved from https://engagemii.com/aeo/brands/freddemolabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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