AI Visibility Scorecard
Yelp
yelp.com · Professional Services
Borderline visible. AI engines can read Yelp, but Backlinks, News Mentions and Community are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 5 times
Meta AI · Parallel · Claude
Top 1% in Professional Services for AI visibility
74
AI Naming Predictability
iNamed occasionally · 74/100
Professional Services average 8
Top 1% of Professional Services
See what's behind this score →4.04
5.6
Network Authority
iConnected · 5.6/10
10 relationships on record. The bigger your network, the more likely AI picks you.
See what's behind this score →55
Muse Index Score
iAI agent readiness
Transactable · 55/100
Professional Services average 18
See what's behind this score →0
Relationship details
See the customers, suppliers and partners named in annual reports →
About Yelp
from our crawl and measurement
Yelp describes itself simply: "Find the best local businesses, restaurants, services, and more with real reviews from real people." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 4.04 out of 10, readable in places and missing in others.
Under the hood there is structured data on the page (Organization, WebSite, WebPage) and a readable heading structure, but the score is capped by what is missing: an llms.txt file, a sitemap.
- Company ·
- Yelp
- Website ·
- yelp.com
- Industry ·
- Professional Services
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 8, 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
Good
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Good
Established authority for your domain.
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 4.04/10, Yelp is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
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 November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/yelp
Cite this score: Engagemii (2026). "AEO Score for Yelp." Retrieved from https://engagemii.com/aeo/brands/yelp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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