The agent assembled a partial but incomplete picture of Limrun by relying almost entirely on web search results and prior knowledge, rather than content from the website itself. The site's main pages (/pricing, /features, /about) all returned 404 errors, forcing the agent to reconstruct the product story from Y Combinator profiles and third-party sources. While the agent successfully explained what Limrun does and who it's for, critical information—especially pricing—remained unfound and explicitly flagged as missing.

• ›The homepage and all standard navigation paths (limrun.com/, /pricing, /features, /about) either failed to load (404s) or rendered as bare HTML shells without semantic content. The agent could not extract any information from the actual website's product pages.
• ›All substantive information in the final answer came from web search results [11, 16, 19], particularly the Y Combinator company profile and search snippets about integrations (Replit, Momentic, Rork). The agent never retrieved a usable page from limrun.com itself.
• ›The docs subdomain (docs.limrun.com/docs) returned Next.js boilerplate but no readable content. The agent could not access setup guides, API documentation, or any machine-readable product structure.
• ›Pricing information was completely absent: the /pricing route 404ed, no pricing page was discovered via search, and no pricing model was disclosed in any fetched or searched content. The agent explicitly acknowledged this as a 'significant information gap.'
• ›The agent did not discover how Limrun distributes or monetizes (B2B vs. B2D, free tier vs. paid-only, per-instance vs. compute-time billing). These critical business model questions went unanswered because the site does not publish this information in a machine-readable form.
• ›The site appears to be a client-side JavaScript application that requires rendering to display content. Server-side HTML snapshots contain no product copy, value props, or navigation structure—a structural barrier to agent discoverability.