{"domain":"mbusa.com","url":"https://www.markosweb.com/www/mbusa.com/","checked_at":"2026-08-24","title":"Luxury Cars - Sedans, SUVs, Coupes &amp; Wagons | Mercedes-Benz USA","agentic_readiness":{"passed":9,"assessed":28,"percent":48},"checks":[{"group":"Agent interaction","check":"Semantic HTML5 & Accessibility","status":"partial","detail":"Only 45% of images have alt text"},{"group":"Agent interaction","check":"Clean, Crawlable HTML","status":"pass","detail":"Page has title and meta description"},{"group":"Agent interaction","check":"Extraction Friction Score","status":"fail","detail":"Few pages have voice-friendly lead paragraphs"},{"group":"Agent interaction","check":"Indexability & Snippet Eligibility","status":"pass","detail":"Pages are indexable and snippet-eligible - the precondition for Google AI features is met"},{"group":"Agent interaction","check":"Layout Stability & Responsiveness","status":"pass","detail":"36/36 images lack explicit width/height - the most common cause of layout shift (CLS)"},{"group":"Agent interaction","check":"Canonical URL Strategy","status":"pass","detail":"Single canonical tag present (no duplicates)"},{"group":"Agent interaction","check":"Page Speed: Page Size","status":"fail","detail":"Homepage HTML is 866KB"},{"group":"Agent interaction","check":"Page Speed: Load Blockers","status":"pass","detail":"Efficient critical rendering path"},{"group":"Machine extraction","check":"Table & List Extractability","status":"partial","detail":"No HTML tables found across homepage"},{"group":"Machine extraction","check":"Sentence Atomicity","status":"partial","detail":"Average 31% atomic sentences across 1 pages (target 40%+)"},{"group":"Machine extraction","check":"Entity Density","status":"pass","detail":"Average entity density 48.9% across 1 pages (target >15%)"},{"group":"Machine extraction","check":"Definition Patterns","status":"partial","detail":"Only 1 definition pattern(s) found"},{"group":"Machine extraction","check":"Answer Capsule Pattern","status":"partial","detail":"3/8 H2 sections have 15-30 word self-contained capsules (38%)"},{"group":"Structured data","check":"Schema.org Structured Data","status":"pass","detail":"Organization or LocalBusiness schema found on homepage"},{"group":"Structured data","check":"Schema Coverage & Depth","status":"partial","detail":"Article schema missing or has fewer than 2 key properties"},{"group":"Structured data","check":"Speakable Schema","status":"fail","detail":"No SpeakableSpecification schema found across homepage"},{"group":"AI discovery","check":"llms.txt File","status":"fail","detail":"No llms.txt file found at https://mbusa.com/llms.txt (connection failed)"},{"group":"AI discovery","check":"robots.txt for AI Crawlers","status":"partial","detail":"No explicit AI crawler rules in robots.txt"},{"group":"AI discovery","check":"Sitemap Completeness","status":"fail","detail":"No sitemap.xml found"},{"group":"AI discovery","check":"RSS/Atom Feed","status":"not_found","detail":"Not assessed"},{"group":"AI discovery","check":"Internationalization Signals","status":"fail","detail":"No hreflang alternate links found"},{"group":"AI discovery","check":"Content Licensing & AI Permissions","status":"not_found","detail":"Not assessed"},{"group":"Trust & transparency","check":"Entity Authority & E-E-A-T","status":"partial","detail":"No phone number found on homepage"},{"group":"Trust & transparency","check":"Creator Transparency","status":"fail","detail":"Creator visibility is weak on content-like pages"},{"group":"Trust & transparency","check":"Methodology Transparency","status":"fail","detail":"Little content-production or review transparency is visible"},{"group":"Trust & transparency","check":"AI Assistance Disclosure","status":"partial","detail":"No AI-assistance disclosure found on sampled pages (neutral - the engine cannot tell whether AI was used)"},{"group":"Trust & transparency","check":"Visible Date Signal","status":"fail","detail":"No visible date signals found across homepage (no <time> elements, no JSON-LD dates, no article meta dates)"},{"group":"Trust & transparency","check":"Title & Meta Quality","status":"pass","detail":"Titles are present, unique, and well-sized, and pages carry meta descriptions"},{"group":"Trust & transparency","check":"Content Freshness Signals","status":"fail","detail":"No JSON-LD date properties (datePublished/dateModified) found across homepage"},{"group":"Trust & transparency","check":"Author & Expert Schema","status":"pass","detail":"Visible author byline or attribution found"}],"fixes":[{"id":"table_list_extractability","title":"Add structured tables and lists","advice":"Present mbusa.com's comparison and spec data as real HTML tables and lists agents can extract.","impact":"high","effort":"low"},{"id":"content_freshness","title":"Add content freshness signals","advice":"Refresh and re-date mbusa.com's key pages so agents see it as maintained.","impact":"critical","effort":"medium"},{"id":"entity_consistency","title":"Strengthen entity authority (NAP)","advice":"Make mbusa.com's name, address and phone consistent and add Organization schema to anchor its identity.","impact":"medium","effort":"low"},{"id":"sitemap_completeness","title":"Create complete sitemap.xml","advice":"Add a sitemap.xml with lastmod dates so agents can enumerate mbusa.com's pages instead of guessing.","impact":"critical","effort":"medium"}],"trust":{"live":true,"last_status":200,"https":true,"technology":null,"longevity_years":null},"historical":{"domain":"mbusa.com","as_of":"2020-08-08","seo_headline":"Mercedes-Benz Luxury Cars Sedans SUVs Coupes and Wagons","seo_keywords":"luxury car luxury cars luxury suvs luxury sedan luxury suv luxury vehicle luxury vehicles luxury coupe luxury wagon luxury convertible mercedes-benz","indexed_pages":5358,"backlinks":104420,"homepage_links_internal":227,"homepage_links_external":16,"snapshots":37,"domain_worth_usd":3928412,"health_score_pct":58.86,"web_server":null,"hosting_provider":"Verizon Business","ip":null,"ip_country":null,"registrar":"NETWORK SOLUTIONS, LLC.","name_servers":["ns2.mbusa.com","ns3.mbusa.com"],"domain_age_text":"23 years and 7 months"},"narrative":["mbusa.com is live and passes 9 of 28 agentic-readiness checks (48%). It is served over HTTPS.","For AI agents, mbusa.com's strongest signals are tidy, crawlable markup, fully indexable pages, a visually stable layout, and a clear canonical URL. Average entity density 48.9% across 1 pages (target >15%).","Its main gaps are text that is hard for agents to extract, a heavy page, no speakable schema for voice agents, and no llms.txt for agent discovery. An agent can read mbusa.com's content but has little machine-readable way to discover it - closing the AI discovery gap would be the fastest lift."],"publication":"index","verified":null,"method":"https://www.markosweb.com/methodology/"}