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AI Visibility Scorecard

Colibri

Colibri

Unclaimed

colibri.frama-c.com Β· Automotive

Somewhat visible. AI bots can read Colibri, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 1 times

Claude

#8,678 of 320,272 in Automotive for AI visibility

6.1

/10

AEO Score

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About Colibri

from colibri.frama-c.com

Downloads Sources Contact us Solvers for proving programs First public release of Colibri2 20th Aug 2021 More >> Development of Colibri2 15th Nov 2020 More >> Development of Colibrics 15th Jan 2019 More >> Different breeds of Colibri live in the field COLIBRI, Colibri2, Colibrics COLIBRI Ancestor tool used as a Prolog library in the model checker Gatel and in the test generation tool Pathcrawler.

Industry Β· Automotive
Last scored Β· Jul 30, 2026

The 6 signals AI reads

Higher is better Β· 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

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

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Trust

4

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

7

Forum and community discussion.

Reddit

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 6.1/10, Colibri has a working base to build on - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for Colibri: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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Source & Attribution

Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/colibri-frama-c

Cite this score: Engagemii (2026). "AEO Score for Colibri." Retrieved from https://engagemii.com/aeo/brands/colibri-frama-c

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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