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AI Visibility Scorecard
collins-lab
collins-lab.org · Other
At 2/10, collins-lab 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.
AI engines read this profile 3 times
Meta AI · Claude
2
AEO Visibility
iNear-invisible · 2/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
About collins-lab
from our crawl and measurement
"Pick up collins-lab.org on ExpiredDomains.com, Afternic / GoDaddy, listed at $195, escrow-protected transfer in 24 hours." That is how collins-lab introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.0 out of 10.
The site gets some of it right: it has structured data on the page (Product, BreadcrumbList, FAQPage), a readable heading structure. What holds it back is what is absent, including an llms.txt file, a sitemap.
Our monitoring has logged 3 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
3
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
5
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
8
Inbound links from other sites.
Domain Authority
3
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.
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 2/10, collins-lab is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for collins-lab
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on June 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collins-lab-org
Cite this score: Engagemii (2026). "AEO Score for collins-lab." Retrieved from https://engagemii.com/aeo/brands/collins-lab-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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