Agent successfully gathered a comprehensive understanding of Neolemon by fetching the homepage, pricing page, and supplementing with web search results about competitive positioning. The site clearly communicates core value (character consistency) and pricing but lacks documentation depth (404 errors on FAQ/features pages), so the agent relied on blog content and comparative analyses surfaced by search to complete the picture.

• ›Homepage and pricing page were directly accessible and machine-readable; they contained core facts about what the product does, target audience, and cost structure without truncation.
• ›The agent discovered competitive differentiation entirely through web search results pointing to Neolemon's own blog comparisons (step [7]), not from primary product pages — the main site does not explicitly state how it differs from Midjourney, Firefly, or Leonardo AI.
• ›Attempted navigation to /faq and /features both returned 404 errors, indicating incomplete site structure; the agent had to synthesize positioning from blog content rather than dedicated feature documentation.
• ›The pricing page clearly stated the credit system, monthly billing, and free trial, but offered no explanation of when/why to use different feature tools (Character Turbo vs. Photo-to-Cartoon Avatar), leaving ambiguity the agent called out.
• ›Agent typed the homepage URL from memory rather than discovering it via search (20% of navigation), and relied on following links from fetched pages (80%), showing the site's primary surfaces were reachable but discovery of alternatives pages was not.