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consumerreports.org
Product Reviews and Ratings, Buying Advice and Consumer Advocacy - Consumer Reports
AI Agentic Readiness
10 / 28
agentic checks passed 47% readiness - how well this site can be read, trusted and transacted with by AI agents
Last checked
consumerreports.org is live and passes 10 of 28 agentic-readiness checks (47%). It is served over HTTPS.
For AI agents, consumerreports.org's strongest signals are tidy, crawlable markup, fully indexable pages, a visually stable layout, and a clear canonical URL. Average 40% atomic sentences across 1 pages (target 40%+).
Its main gaps are text that is hard for agents to extract, no structured tables or lists, few clear definitions, and no speakable schema for voice agents. An agent can read consumerreports.org'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 24% of images have alt text
✓Clean, Crawlable HTMLPage has title and meta description
✗Extraction Friction ScoreAverage sentence length: 29.9 words - slightly long
✓Indexability & Snippet Eligibilityrobots.txt blocks Google-Extended - content is excluded from Google AI training and grounding
✓Layout Stability & Responsiveness26/33 images lack explicit width/height - the most common cause of layout shift (CLS)
✓Canonical URL StrategySingle canonical tag present (no duplicates)
~Page Speed: Page SizeApproximately 2006 DOM nodes - consider simplifying
~Page Speed: Load Blockers4 blocking stylesheets in <head>
Machine extraction
✗Table & List ExtractabilityNo HTML tables found across homepage
✓Sentence AtomicityAverage 40% atomic sentences across 1 pages (target 40%+)
✓Entity DensityAverage entity density 69.7% across 1 pages (target >15%)
✗Definition PatternsOnly 1 definition pattern(s) found
~Answer Capsule Pattern2/9 H2 sections have 15-30 word self-contained capsules (22%)
Structured data
✓Schema.org Structured DataOrganization or LocalBusiness schema found on homepage
~Schema Coverage & DepthArticle schema missing or has fewer than 2 key properties
✗Speakable SchemaNo SpeakableSpecification schema found across homepage
AI discovery
✗llms.txt FileNo llms.txt file found at https://consumerreports.org/llms.txt (connection failed)
~robots.txt for AI CrawlersAI crawlers BLOCKED: gptbot
✓Sitemap CompletenessSitemap index found, indicating organized sitemap structure
?RSS/Atom FeedNot assessed
✗Internationalization SignalsNo hreflang alternate links found
?Content Licensing & AI PermissionsNot assessed
Trust & transparency
✓Entity Authority & E-E-A-TSocial media / sameAs references 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 Quality1/1 titles are shorter than 10 or longer than 70 characters
✗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 consumerreports.org'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 consumerreports.org more agent-ready, in priority order.
1 Add structured tables and lists critical impactmedium effort
Present consumerreports.org's comparison and spec data as real HTML tables and lists agents can extract.
