AI Visibility Scorecard
MultiCultural Collaborative
mcc-pdx.com · Nonprofits
Borderline visible. AI bots can crawl MultiCultural Collaborative, 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 4 times
Meta AI · Claude · ShapBot
#332,971 of 827,708 in Nonprofits for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Nonprofits average 9
Top 58% of Nonprofits
See what's behind this score →4
-
Network Authority
iNot connected yet
Nonprofits average 0.0
0 relationships · Nonprofits average 2
See what's behind this score →5
0
About MultiCultural Collaborative
from our crawl and measurement
MultiCultural Collaborative describes itself simply: "Our distinct MCC approaches help build capacity in institutions and empower communities of color by having a voice in policy and decision-making." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on a partly stated business identity, a few credibility markers, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business.
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.
The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2015.
- Company ·
- MultiCultural Collaborative
- Website ·
- mcc-pdx.com
- Industry ·
- Nonprofits
- Location ·
- Portland, Oregon
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
Weak
Little domain authority yet.
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 read your site and name it in answers. At 4/10, MultiCultural Collaborative is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MultiCultural Collaborative
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcc-pdx
Cite this score: Engagemii (2026). "AEO Score for MultiCultural Collaborative." Retrieved from https://engagemii.com/aeo/brands/mcc-pdx
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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