Agent successfully gathered core information about Knock Labs from the homepage and pricing page, then supplemented with competitive context from web search. The site was minimally navigable—only two pages returned content (homepage and pricing), with feature/comparison pages returning 404s, forcing reliance on search results and model inference to contextualize the platform's differentiation.

• ›Homepage and pricing page were the only fetchable site resources; attempted navigation to /features and /why-knock both failed with 404s, indicating incomplete site structure or agent URL guessing beyond published links.
• ›Pricing information was complete and explicit on the pricing page (three tiers with clear per-message overages), making this section fully site-derived.
• ›Differentiation narrative relied almost entirely on web search results (step 9) rather than site content—search snippets provided the competitive framing (vs. Customer.io, Courier, Braze, etc.) that the homepage did not articulate.
• ›Agent correctly identified the agentic/AI-prompt workflow approach from the homepage (step 1), which was the novel differentiator, but had to rely on model memory to contextualize why this matters versus traditional drag-and-drop platforms.
• ›The 'What I Couldn't Find' section (comparison pages, case studies, technical docs) reflects genuine 404s and missing site navigation rather than agent failure, indicating the site is incomplete for the evaluation task.