AI report card
Yelp
yelp.comLive infrastructure simulation · yelp.com
Baseline
YelpAI-Readiness Index22/100
Core Web Vitals20
Schema Coverage0%
Agent Crawlability15%
// current <head> on yelp.com
<title>Yelp - Home</title> <meta name="description" content="Welcome to Yelp."> <!-- no JSON-LD --> <!-- no /llms.txt --> <!-- no agent manifest --> <link rel="icon" href="/favicon.ico"> <script src="/legacy-analytics.js"></script>
AI crawlers parse this and bounce — no structured signal.
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22
AI-readiness score / 100
Yelp is a platform that allows users to search for and review local businesses in various categories such as Restaurants, Home & Garden, Auto Services, Health & Beauty, and Travel & Activities. Users can write reviews, upload photos, and read recent activities from other users. The platform also promotes interaction by allowing users to discover trending searches in different cities, highlighting popular categories and local recommendations. Businesses can claim their pages on Yelp to engage with customers and promote their services.
Breakdown
Schema.org Coverage0
Crawler Accessibility0
Content Structure100
Metadata Quality10
AI Directives (llms.txt)0
What's holding Yelp back
- Missing /llms.txt manifestyelp.com does not expose an /llms.txt file. AI crawlers cannot discover canonical content fast.
- No Schema.org JSON-LD detectedNo structured data found on the homepage of yelp.com. LLMs rely on JSON-LD for entity grounding.
- robots.txt blocks 5 AI crawlersBlocked: gptbot, claudebot, perplexitybot, google-extended, anthropic-ai. This limits inclusion in training & retrieval corpora.
- Open Graph metadata incompleteog:description and og:image missing.
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