The agent gathered good information about AI Japanese Tutor's features, target audience, and intended use case by fetching the homepage and core feature pages, but could not locate or cite any publicly accessible pricing information, making the evaluation incomplete. The site was reasonably navigable for discovering what the product does, but critical commercial information was either missing or hidden behind authentication.

• ›Steps [1], [6], [7], [8], [10] returned substantive content about features (verb conjugation, grammar drills, voice chat, vocabulary SRS) and positioning (JLPT-focused learning), which formed the backbone of the 'What They Do' and 'Who It's For' sections.
• ›Step [4] (pricing page attempt) returned a 404, signaling that the site does not expose pricing via a public URL—a critical gap. The agent correctly identified this as missing information rather than trying to infer it.
• ›The site publishes feature information and educational content in fetchable, well-structured HTML pages with clear page titles and meta descriptions (visible in all successful fetches), making discovery of *what the product does* straightforward. However, pricing, business model, and competitive positioning are not published on public pages.
• ›The agent had to fall back on web search [13] and [14] for external context about alternatives and pricing, which returned only general Japanese learning pricing guides—not AI Japanese Tutor's own pricing. This indicates the site does not make commercial terms discoverable to agents.
• ›The agent accurately distinguished between what it found (features, structure, audience) and what it inferred or could not find (pricing, exact differentiation strategy), avoiding false confidence in incomplete information.