The agent gathered substantial, correct information about Lais's functionality, customer base, and competitive positioning from the site and search results, but encountered a critical gap: the site does not publicly display pricing, forcing the agent to report this as a major limitation rather than an answer to the user's question.

• ›Site content (homepage, /produto, /cases) directly answered what Lais does, who uses it, and provided case study metrics; these were discoverable via homepage navigation and did not require guessing.
• ›Pricing page (/pricing) returned 404, indicating the site intentionally does not publish pricing information—not an oversight but a design choice to funnel prospects to demo/quote requests.
• ›Agent correctly attempted multiple direct URL paths (/pricing, /features, /why-lais) before pivoting to web search, showing systematic exploration of expected patterns before falling back.
• ›Differentiation claims (vertical specialization, WhatsApp-first, speed metrics, integration depth) were drawn from site content (/produto, /cases) and search results about competitors (EliseAI, B.Claw, Follow Up Boss), not model memory.
• ›Geographic scope, implementation details, and trial availability were genuinely absent from both site and search results—agent correctly flagged these as gaps rather than asserting them from memory, maintaining integrity.