agentic checks passed 50% readiness - how well this site can be read, trusted and transacted with by AI agents
Last checked
wolfram.com is live and passes 10 of 30 agentic-readiness checks (50%). It runs on Apache over HTTPS.
For AI agents, wolfram.com's strongest signals are tidy, crawlable markup, fully indexable pages, a visually stable layout, and a clear canonical URL. Average entity density 70.5% across 1 pages (target >15%).
Its main gaps are thin semantic structure, text that is hard for agents to extract, no structured tables or lists, and few clear definitions. The weakest area is Trust & transparency; addressing it first would raise this score the most.
Agent interaction
✗Semantic HTML5 & AccessibilityOnly 0% of images have alt text
✓Clean, Crawlable HTMLPage has title and meta description
✗Extraction Friction ScoreAverage sentence length: 53.6 words - too long for AI snippets
✓Indexability & Snippet EligibilityPages are indexable and snippet-eligible - the precondition for Google AI features is met
✓Layout Stability & Responsiveness140/140 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 3583 DOM nodes - consider simplifying
~Page Speed: Load Blockers5 render-blocking script(s) in <head>
Machine extraction
✗Table & List ExtractabilityNo HTML tables found across homepage
~Sentence AtomicityAverage 24% atomic sentences across 1 pages (target 40%+)
✓Entity DensityAverage entity density 70.5% across 1 pages (target >15%)
✗Definition PatternsOnly 2 definition pattern(s) found
✗Answer Capsule Pattern1/30 H2 sections have 15-30 word self-contained capsules (3%)
Structured data
✓Schema.org Structured DataOrganization or LocalBusiness schema found on homepage
~Schema Coverage & DepthOrganization schema has only 3/10 key properties
✗Speakable SchemaNo SpeakableSpecification schema found across homepage
AI discovery
✓llms.txt FileNote: Google does not read llms.txt (its AI features rely on normal indexing); this signal serves other AI assistants and carries reduced weight
✓robots.txt for AI CrawlersSitemap URL referenced in robots.txt
✓Sitemap Completeness5609 URLs in sitemap
✗RSS/Atom FeedHomepage does not link to an RSS/Atom feed in <head>
✗Internationalization SignalsNo lang attribute on <html> element
✗Content Licensing & AI PermissionsNo ai.txt file found
Trust & transparency
~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 wolfram.com'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 wolfram.com more agent-ready, in priority order.
1 Add structured tables and lists critical impactmedium effort
Present wolfram.com's comparison and spec data as real HTML tables and lists agents can extract.
