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AI Visibility Scorecard
colablancaster.com · Technology
Somewhat visible. AI bots can read coLAB, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Meta AI
#717,477 of 2,636,505 in Technology for AI visibility
5.2
/10
AEO Score
from our crawl and measurement
coLAB is a business whose own site puts it this way: "Our experienced team partners with mission-driven organizations to shape strategic direction and take aligned, purposeful action, delivering lasting impact through expert consulting and." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places, missing in others.
Our crawl found a readable heading structure. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.
AI crawlers have visited the site 3 times in our tracking, so the engines are already looking.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
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 5.2/10, coLAB has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for coLAB
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/colablancaster
Cite this score: Engagemii (2026). "AEO Score for coLAB." Retrieved from https://engagemii.com/aeo/brands/colablancaster
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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