Agent successfully gathered a complete profile of Ryan Arnaudin's positioning, services, and target market by fetching the homepage, About, and Process pages. The site was navigable and well-structured, though it deliberately omits pricing and engagement terms, requiring users to contact directly.

• ›Steps [1]–[4] were repetitive homepage fetches that added minimal new information; the agent over-fetched the same URL via 'memory' routing rather than following nav links early. Real content came from steps [5] and [6] (About and Process pages), which the agent accessed only after the fourth attempt.
• ›The site publishes no pricing, rates, or service tiers anywhere on fetched pages—this is not a technical gap but a deliberate design choice. The agent correctly identified this as a missing element rather than claiming model memory filled it.
• ›The About and Process pages were discoverable via navigation links on the homepage but were not surfaced by the initial homepage response snippets. The agent had to infer they existed and follow the links explicitly to retrieve them—good site structure, but content is fragmented across pages.
• ›The agent's final differentiation claim ('Design with an engineer's edge') is directly quoted from the site and paired with corroborating details from About and Process pages about his aerospace background, domain expertise, and human-centered methodology. This is genuine site content, not inference.
• ›Portfolio project names and client history (Autodesk, Brightidea, Physna) appear in the homepage response but without detail; the agent noted it could not see full case studies or impact metrics, suggesting the site's portfolio depth is limited or behind interaction barriers not captured in the fetch.