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AI Visibility Scorecard
Comcast NBCUniversal LIFT Labs
foundingincolor.com · Education
Somewhat visible. AI bots can read Comcast NBCUniversal LIFT Labs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#244,899 of 904,095 in Education for AI visibility
5.4
/10
AEO Score
About Comcast NBCUniversal LIFT Labs
from our crawl and measurement
"Nine founders get candid about race, identity, personal struggles, and a global pandemic, revealing hard truths about what it really takes to succeed as a Black and Latino entrepreneur in." That is how Comcast NBCUniversal LIFT Labs introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: visible credibility markers. It is passable on a workable page structure, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business and a clearly stated business identity.
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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5.4/10, Comcast NBCUniversal LIFT Labs has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Comcast NBCUniversal LIFT Labs
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
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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/foundingincolor
Cite this score: Engagemii (2026). "AEO Score for Comcast NBCUniversal LIFT Labs." Retrieved from https://engagemii.com/aeo/brands/foundingincolor
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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