The agent successfully gathered core information about Matt McKinnon's services, target audience, and positioning from two fetched pages (homepage and about page), but the site offered minimal transparency on pricing and no direct portfolio access, forcing the agent to summarize what was present and explicitly flag what was absent.

• ›Only steps [1] and [2] were content-bearing; steps [3]–[6] were either 404 errors (attempted /work, /services, /pricing) or routing repeats. The agent discovered all usable URLs by following site navigation or guessing standard paths, not through search or site-published indexes.
• ›Pricing information was completely absent from the site — no page, no tiers, no ranges. The agent correctly identified this gap and distinguished it from what the site did contain, avoiding false attribution to model memory.
• ›The portfolio page (/work) returned 404, preventing concrete project examples; the agent worked around this by relying on client names and sector mentions from the about page.
• ›The site is minimal by design (matching the stated aesthetic) but this minimalism also serves as a friction point for discovery — no differentiators beyond 'technical quality,' 'process-driven,' and brand partnerships are spelled out, requiring the agent to synthesize from scattered statements.
• ›The agent was forced to type /pricing and /work from memory/convention rather than discovering them via site navigation, indicating the site does not publish a complete navigation structure suitable for machine traversal.