AI Visibility Scorecard
TCF
thecollaborativefirm.com · Technology
At 2.87/10, TCF is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Domain Trust, News Mentions and Community. That is fixable, and the signals below show where to start.
AI engines read this profile 14 times
Meta AI · ChatGPT · Claude · Apple Intelligence
Top 50% in Technology for AI visibility
30
AI Naming Predictability
iRarely named · 30/100
Technology average 28
Top 23% of Technology
See what's behind this score →2.87
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Technology average 17
See what's behind this score →0
About TCF
from our crawl and measurement
TCF, based in Atlanta, GA, describes itself simply: "The Collaborative Firm has been providing Planning, Program Management, Community Engagement, and Development services to public and private sector clients since 2001." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.87 out of 10.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a few credibility markers.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2001.
- Company ·
- TCF
- Website ·
- thecollaborativefirm.com
- Industry ·
- Technology
- Location ·
- East Point, GA
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.87/10, TCF is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for TCF.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thecollaborativefirm
Cite this score: Engagemii (2026). "AEO Score for TCF." Retrieved from https://engagemii.com/aeo/brands/thecollaborativefirm
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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