Agent retrieved and synthesized service, pricing, and positioning information from three fetched pages (homepage, llms.txt, and public API page) to assemble a partial picture. The site publishes pricing and service descriptions in machine-readable form, but omits MCP tool list, capability matrix, and clarity on several pricing inconsistencies and product labels; agent acknowledged these gaps explicitly rather than filling them from memory.

• ›Site publishes pricing in two independent machine-readable formats (llms.txt and /api/public-business-information) with identical line items but conflicting date stamps (2026-10-19 vs. 1 November 2026), creating ambiguity about currency validity; agent correctly flagged the conflict without resolving it.
• ›MCP tool list and capabilities are never enumerated anywhere the agent fetched — the homepage mentions an 'advisor' and the API endpoint but does not describe what tools it exposes; agent noted this absence and did not invent tool list from memory.
• ›Homepage was reached by direct URL (model memory), not by surfacing within the site; llms.txt and API page were discovered by links from the homepage, indicating reasonable information architecture once entry is found.
• ›Pricing USD/INR ratio inconsistencies (e.g., hosting INR 5,000 vs USD 20) appear in both machine-readable sources unchanged, suggesting the data is published as-is rather than validated; agent surfaced the anomaly for manual verification rather than reconciling it.
• ›Agent explicitly cited sources and avoided padding the answer with unsupported claims about competitor positioning, MCP internals, or Telegram handling procedures — stayed within what the three fetches actually returned.