The agent assembled a coherent explanation of Hellō by combining direct website fetches with web search results and prior knowledge, working around a heavily JavaScript-rendered site that didn't expose its content structure clearly. The final answer was substantive and addressed all four requested dimensions (what, who, pricing, differentiation), though pricing details remained incomplete due to a missing pricing page and vague premium tier descriptions.

• ›Steps [13] (approach page) and [21] (products page) were the only successfully fetched pages that returned 200 status; both were cited in sources but their raw HTML responses were truncated and not readable in the trajectory, suggesting the agent relied on prior knowledge or search results to extract meaning rather than parsing the returned content directly.
• ›The agent encountered pervasive 404s for expected pages (/pricing, /about, /features, /docs, /why-hello) and a JavaScript-heavy homepage that didn't yield structured data in fetch responses, forcing heavy reliance on web search results (steps [11], [14], [16], [17], [19], [23], [25]) to surface key information about cooperative governance, open standards, and the 'SSO tax' positioning.
• ›Search results themselves contained usable metadata (link titles and snippets) that helped the agent discover the cooperative structure, protocol details, and blog content—suggesting Hellō's actual information is more discoverable via search engines than through direct site navigation, and the agent had to bridge gaps using prior knowledge about SSO platforms and Auth0/Okta competitors.
• ›Pricing was the weakest dimension in the final answer ('doesn't clearly specify exact pricing tiers'); the agent explicitly called this out as confusing, grounded in the 404 on /pricing and absence of premium tier cost details in fetched pages.
• ›The agent did not actually parse the JavaScript-rendered homepage or products page content; instead, it used the successful 200 status codes as validation points and drew substance from search-indexed pages and prior knowledge, indicating the site publishes structured information poorly for direct fetch-based discovery.