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yelp.ca
Toronto Restaurants, Dentists, Bars, Beauty Salons, Doctors - Yelp
AI Agentic Readiness
8 / 28
agentic checks passed 44% readiness - how well this site can be read, trusted and transacted with by AI agents
Last checked
yelp.ca is live and passes 8 of 28 agentic-readiness checks (44%). It runs on envoy over HTTPS.
For AI agents, yelp.ca's strongest signals are tidy, crawlable markup, fully indexable pages, a visually stable layout, and a clear canonical URL. Average entity density 73.5% across 1 pages (target >15%).
Its main gaps are thin semantic structure, text that is hard for agents to extract, a heavy page, and long, hard-to-quote sentences. An agent can read yelp.ca's content but has little machine-readable way to discover it - closing the AI discovery gap would be the fastest lift.
Agent interaction
✗Semantic HTML5 & AccessibilityOnly 0% of images have alt text
✓Clean, Crawlable HTMLPage has title and meta description
✗Extraction Friction ScoreFew pages have voice-friendly lead paragraphs
✓Indexability & Snippet Eligibilityrobots.txt blocks Google-Extended - content is excluded from Google AI training and grounding
✓Layout Stability & Responsiveness8/8 images lack explicit width/height - the most common cause of layout shift (CLS)
✓Canonical URL StrategySingle canonical tag present (no duplicates)
✗Page Speed: Page Size254KB of inline CSS/JS across the document
~Page Speed: Load Blockers7 blocking stylesheets in <head>
Machine extraction
~Table & List ExtractabilityNo HTML tables found across homepage
✗Sentence AtomicityAverage 0% atomic sentences across 1 pages (target 40%+)
✓Entity DensityAverage entity density 73.5% across 1 pages (target >15%)
✗Definition PatternsNo definition patterns found
✗Answer Capsule Pattern0/2 H2 sections have 15-30 word self-contained capsules (0%)
Structured data
✓Schema.org Structured DataOrganization or LocalBusiness schema found on homepage
~Entity Authority & E-E-A-TNo phone number found on homepage
✗Creator TransparencyCreator visibility is weak on content-like pages
~Methodology TransparencyLittle content-production or review transparency is visible
~AI Assistance DisclosureNo AI-assistance disclosure found on sampled pages (neutral - the engine cannot tell whether AI was used)
✗Visible Date SignalNo visible date signals found across homepage (no <time> elements, no JSON-LD dates, no article meta dates)
✓Title & Meta QualityTitles are present, unique, and well-sized, and pages carry meta descriptions
✗Content Freshness SignalsNo JSON-LD date properties (datePublished/dateModified) found across homepage
✗Author & Expert SchemaNo Person schema found across homepage
Every check is a verifiable fact about yelp.ca's live pages. Scoring follows Google Lighthouse agentic-browsing: a fraction of concrete checks, not an invented 0-100.
How to improve for AI agents
The highest-impact changes to make yelp.ca more agent-ready, in priority order.
1 Add structured tables and lists high impactlow effort
Present yelp.ca's comparison and spec data as real HTML tables and lists agents can extract.
