The agent assembled a partial but usable picture of AO Foundation from the homepage and search snippets, but could not find general membership pricing or any competitor comparison on the site. The homepage provided clear mission and structure; specialty pricing came from search results after direct navigation failed, and the agent had to acknowledge that the site's own pricing pages were either unreachable or inaccessible via the main domain.

• ›Step [0] (homepage) was the only successful direct fetch on the target domain and carried all structural and mission-level facts; the homepage is well-formed and information-rich but does not link to or display general membership pricing.
• ›Steps [1] and [2] (guessed URLs /about-ao and /membership) both returned 404, indicating the site's navigation does not expose these resources via straightforward paths—the agent had to work around this by searching.
• ›Step [3] (web search) returned specialty membership prices from subdomains (aocmf3.aofoundation.org, int.aofoundation.org, www.aofoundation.org/vet, www.aofoundation.org/cmf) that the agent never directly fetched; the agent relied on search snippets for these facts, not on traversing the site's own information architecture.
• ›The agent's final response cites the homepage but not the search step itself, yet the pricing section depends entirely on search results—this represents a gap between what the site publishes on its own and what the agent had to retrieve via external search.
• ›The agent correctly noted missing information (no general membership page, no competitor comparison, conflicting VET prices, truncated homepage, placeholder links) and flagged these gaps transparently rather than inferring from model memory.