The agent assembled a coherent explanation of agnoStack by combining direct site fetches (homepage, pricing page, integrations page) with web search results and prior knowledge, since the site itself has sparse navigation and hides pricing details behind non-specific language. The agent successfully answered what agnoStack does, who it's for, how it's priced (at a high level), and how it differs from alternatives—but had to work around incomplete site structure, missing feature breakdowns, and vague pricing presentation to do so.

• ›Step [1] (homepage) and steps [2], [6], [10] (pricing, integrations pages) returned valid 200 responses but were heavily truncated in the trajectory output, making it impossible to verify what exact content they contained; however, the agent's final answer cites these URLs as sources and appears to have extracted core positioning (post-purchase commerce, Zendesk add-on, multi-platform support) from them.
• ›Steps [3], [4], [5] returned 404s for expected pages (/features, /about, /how-it-works), forcing the agent to rely on web search (steps [8], [12], [13], [14], [15]) to fill gaps—indicating the site's navigation is deliberately minimal or incomplete.
• ›Web search results (steps [8], [12], [13], [14], [15]) were critical content sources: search snippets surfaced comparison pages, marketplace listings, FAQ/setup pages, and positioned agnoStack within the competitive landscape (vs. Gorgias, Kustomer); these were not discoverable through the homepage alone.
• ›The agent correctly flagged that exact pricing is hidden ('cheaper than a cup of coffee' metaphor) and that feature tier differences are not detailed—these gaps are real on the site, not misreadings; the agent had to infer tiering structure from search results and prior knowledge rather than reading it from published docs.
• ›Site is heavily undocumented on its main domain but well-indexed by search engines and present on Zendesk Marketplace; this creates an asymmetry where an LLM agent conducting web search recovers more complete information than one navigating the site directly.