AI Visibility Scorecard
Collaboration LLC
collaboration-llc.com · Professional Services
Borderline visible. AI bots can crawl Collaboration LLC, 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.
AI engines read this profile 8 times
Claude · Meta AI · ChatGPT
#22,482 of 528,700 in Professional Services for AI visibility
19
4
AEO Visibility
iBorderline · 4.2/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Collaboration LLC
from our crawl and measurement
Collaboration LLC is a San Luis Obispo, CA business whose own site puts it this way: "San Luis Obispo business consultants helping established business owners strengthen growth, leadership, structure and succession with practical strategy and implementation support." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 8 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 4.2/10, Collaboration LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How do we do it? Great question.?
With nearly three decades of experience, we’ve refined an approach that helps business owners stop reacting and start focusing on what matters most.
Is this your brand?
The exact fixes for Collaboration LLC
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Collaboration LLC.
Source & Attribution
Scored by Engagemii on November 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collaboration-llc
Cite this score: Engagemii (2026). "AEO Score for Collaboration LLC." Retrieved from https://engagemii.com/aeo/brands/collaboration-llc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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