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aicost.tools
LLM API Pricing — Compare Cost Across AI Models · AI//COST
AI Agentic Readiness
15 / 30
agentic checks passed 58% readiness - how well this site can be read, trusted and transacted with by AI agents
Last checked
aicost.tools is live and passes 15 of 30 agentic-readiness checks (58%). It runs on astro on cloudflare over HTTPS.
For AI agents, aicost.tools's strongest signals are tidy, crawlable markup, fully indexable pages, a visually stable layout, and a clear canonical URL. Meaningful comparison table found (3+ columns × 3+ rows).
Its main gaps are text that is hard for agents to extract, no self-contained answer passages, no speakable schema for voice agents, and no sitemap. The weakest area is Trust & transparency; addressing it first would raise this score the most.
Agent interaction
~Semantic HTML5 & AccessibilityOnly 50% of images have alt text
✓Clean, Crawlable HTMLPage has title and meta description
✗Extraction Friction ScoreFew pages have voice-friendly lead paragraphs
✓Indexability & Snippet EligibilityPages are indexable and snippet-eligible - the precondition for Google AI features is met
✓Table & List ExtractabilityMeaningful comparison table found (3+ columns × 3+ rows)
✓Sentence AtomicityAverage 55% atomic sentences across 1 pages (target 40%+)
✓Entity DensityAverage entity density 27.0% across 1 pages (target >15%)
~Definition PatternsOnly 1 definition pattern(s) found
✗Answer Capsule Pattern1/7 H2 sections have 15-30 word self-contained capsules (14%)
Structured data
✓Schema.org Structured DataOrganization or LocalBusiness schema found on homepage
✓Schema Coverage & Depth@id linking found - schema types are connected in a graph
✗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 CompletenessNo sitemap.xml found
✗RSS/Atom FeedHomepage does not link to an RSS/Atom feed in <head>
✗Internationalization SignalsNo hreflang alternate links found
✗Content Licensing & AI PermissionsNo ai.txt file found
Trust & transparency
~Entity Authority & E-E-A-TNo phone number found on homepage
✓Creator Transparency1/1 sampled pages provide clear visible creator attribution
~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 aicost.tools'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 aicost.tools more agent-ready, in priority order.
