The agent successfully gathered enough information to explain Kirjapro's purpose, target audience, pricing, and differentiation, though it had to work around missing company background and technical details. The site was navigable for core marketing content (homepage, features, pricing) but lacked depth on comparative positioning and operational specifics, forcing the agent to supplement with prior knowledge and external search results.

• ›Steps [1], [3], and [4] returned well-structured marketing content: the homepage meta description clearly stated 'Finnish accounting software for small businesses with double-entry bookkeeping, invoicing, bank connection, reports, and AI'; the pricing page explicitly listed three tiers (€0, €19, €39/month) with feature breakdowns; the features page enumerated core capabilities (professional invoicing, double-entry bookkeeping, direct bank integration, official reports, smart automation).
• ›The agent discovered these pages through prior knowledge (direct URL guesses) rather than from site navigation or search. No comparison page, competitors section, or company background was discoverable—the agent's analysis of 'how it differs' relied entirely on external search results [7], not on Kirjapro's own positioning.
• ›The site exposed pricing and feature lists in machine-readable form (meta descriptions, page titles, structured content) but did not surface: bank integrations supported, data residency, security certifications, support SLAs, or a feature-comparison matrix. The agent had to assemble the answer from fragments and acknowledge gaps (missing About page, incomplete FAQs, language-only Finnish interface).
• ›The agent correctly inferred the target user (Finnish small business owners) from regulatory keywords (Y-tunnus, VAT handling) and pricing positioning, but could not verify company founding details, team composition, or strategic differentiation without external sources—suggesting the site is optimized for conversion but not for agent discovery of company narrative.