The agent successfully gathered enough information to explain QueryPie's core offering, pricing, and differentiation, but the site's navigation was fragmented—standard URLs like /pricing and /products returned 404s, forcing the agent to rely on web search and direct URL guessing to find the actual pricing page (/en/plans/aip). Several details about ACP pricing and credit mechanics remained unclear despite best efforts.

• ›Site structure is agent-unfriendly: /pricing, /products, and /contact all return 404; the actual pricing page is buried at /en/plans/aip, which had to be discovered via web search results rather than site navigation.
• ›Homepage (/) provided high-level product taxonomy and differentiators but no direct navigation to pricing or plan details, requiring the agent to guess URLs or search externally.
• ›Pricing page (step [7]) contained concrete pricing for the Business and Enterprise tiers of the AI Platform (AIP) but no pricing information for the Access Control Platform (ACP) as a standalone product.
• ›Agent successfully reconstructed a coherent explanation by combining homepage content (products and positioning), search results (pricing availability signals), and the actual pricing page, but had to flag gaps in credit definition and Forward Deployed Engineer add-on costs.
• ›The /en/plans/aip URL pattern (language prefix) suggests a multi-region setup but was not discoverable from the English homepage; agent found it only through search result links.