The agent successfully gathered a comprehensive understanding of Clova's mission, target audience, and positioning by combining the homepage, two machine-readable context files (llms.txt and llms-full.txt), and supplementary content pages (blog, tools). However, the task was only partially satisfied because critical information—pricing and detailed feature comparisons—was unavailable on the site itself; the agent had to rely on external competitive research to contextualize Clova's differentiators. The site was moderately navigable but lacked conventional routes (pricing, about, features pages returned 404s), forcing reliance on a fallback discovery mechanism (llms.txt/llms-full.txt) that the agent successfully identified and used.

• ›Step [1] (homepage) provided only high-level positioning ('Money, made simple'); the agent could not extract concrete product details, pricing, or feature set from the rendered page alone.
• ›Steps [7] and [11] (llms.txt and llms-full.txt) were the primary content sources for understanding current status, feature direction ('exploring connected accounts'), and explicit disclaimers about what the product does NOT yet do (banking, payments, investments, financial advice). These files were not surfaced by visible site navigation and had to be guessed or inferred from metadata.
• ›Steps [3–5, 8–9] (attempts to reach /pricing, /about, /features, /app, /faq) all returned 404s, indicating the site has no conventional information architecture for these common business questions. The agent had to work around missing information pages.
• ›Steps [12–13] (blog and tools) were 200 responses and showed actual product content (calculator, educational posts), but these pages contained minimal actionable information about pricing, competitive positioning, or launch timeline.
• ›The agent conducted external web searches to provide competitive context (Frollo, YNAB, PocketSmith, etc.), but these results were not sourced from the Clova site itself—they were necessary fill-ins because Clova does not publish competitive positioning or pricing models.
• ›The site explicitly states in llms-full.txt that it 'does not yet provide banking, payment, investment, credit or financial-advice services,' but this critical limitation was buried in a machine-readable file rather than surfaced on the homepage or FAQ.
• ›No pricing model, launch date, or roadmap was published anywhere on the site; the agent correctly identified and flagged this as a critical gap for the task ('I couldn't find any explicit pricing information').