The agent successfully assembled a comprehensive explanation of Qualithm by fetching the main site and pricing page, but had to work around a nearly empty docs subdomain (404 errors on content pages) and fill gaps about competitive positioning and automation capabilities using domain knowledge rather than site-provided comparisons.

• ›Steps [2] and [3] (qualithm.com main site and pricing page) were the only content-bearing sources; they directly answered what Qualithm does, who it's for, and how it's priced. The docs subdomain ([1], [5]) was a navigation hub with no substantive content.
• ›The agent correctly typed qualithm.com from memory rather than relying on site navigation—docs.qualithm.com did not surface links to the main marketing site or pricing page, forcing agent discovery to be 60% memory-based.
• ›Pricing information was site-complete and detailed (all four tiers, per-unit add-on rates, features); the agent did not need to infer or supplement pricing facts.
• ›Differentiation claims (all-in-one bundling, TLS preconfiguration, scale without re-platforming) came entirely from step [2]'s homepage copy; no third-party comparison or competitor analysis was available or fetched.
• ›The agent flagged missing comparison pages, unclear automation details, and lack of customer case studies as gaps it could not fill from site content—accurately reflecting that qualithm.com/why-qualithm returned 404 and docs.qualithm.com/core-concepts was inaccessible.