The agent successfully assembled a comprehensive explanation of Ketryx by combining fetched homepage and platform content with web search results. The site's primary pages (homepage, pricing, platform, about/why-ketryx) contained positioning and general feature information, but specific pricing details, feature matrices, and competitive claims required external search results to fill gaps. Site navigation was hindered by missing pages (/features, /solutions, /comparison returned 404s) and opaque pricing that forced reliance on prior knowledge and search aggregators.

• ›Step [1] (homepage) and [5] (platform page) provided core positioning ('AI-powered compliance automation'), use case targeting ('medtech/pharma, SaMD'), and standards compliance (IEC 62304, FDA 21 CFR), but the actual feature details and differentiation required external search results.
• ›Step [2] (pricing page) was fetched but the agent's final response notes 'specific pricing for paid plans is not publicly disclosed'—the page exists but does not contain the cost information the user asked for; the agent correctly called this out as a gap rather than inventing numbers.
• ›Steps [4] and [13] (about pages) provided company founder/funding context but minimal differentiation from competitors; the agent had to infer differentiators ('integration-first architecture') from search results and prior knowledge rather than direct site claims.
• ›The agent tested /features, /solutions, and /comparison URLs (steps [3], [6], [7])—all returned 404s—indicating the site's information architecture does not expose these common discovery entry points; the agent adapted by searching externally.
• ›Seven of the ten cited sources in the final response's source list ([1], [2], [4], [5], [13], plus AWS Marketplace and blog) were direct Ketryx domain fetches, but the competitive analysis, specific claims ('90% documentation reduction'), and target customer context came from external aggregators (CB Insights, Gartner, TrustRadius) that the agent discovered via web search (steps [9], [10], [14], [15], [18])—indicating Ketryx's own site does not publish competitor comparison or quantified ROI claims.