The agent successfully assembled a comprehensive explanation of Decimal's purpose, target market, and differentiation, but had to work around significant gaps in the site's public information architecture. The homepage and about page provided only high-level positioning; detailed features, pricing, and competitive context came from blog posts, third-party review sites, and web search results rather than native site content. Pricing in particular remains opaque—the /pricing route returns 404, forcing reliance on prior knowledge and third-party sources.

• ›Step [1] (homepage) and step [5] (about page) returned only minimal content; the HTML was truncated in the response and did not contain substantial claims about features, pricing, or use cases—the agent had to infer core positioning from fragment and search results.
• ›Steps [2], [4], [6], [10] all returned 404s (/pricing, /features, /docs), indicating the site does not expose key decision-making pages in predictable routes. Pricing is explicitly inaccessible, forcing the agent to note 'contact sales' as the only path and acknowledge pricing uncertainty.
• ›Step [15] (Composio case study blog post) and step [18] (docs.decimal.app) were the only internally-authored pages that returned 200 with substantive content; the agent had to rely on web search (steps [8], [13], [14], [20], [21]) to find third-party reviews and contextual comparisons.
• ›The site is poorly optimized for agent discovery: no structured data (schema.org), no llms.txt, no public API docs, no comparison content, and non-standard information architecture (pricing hidden). The agent succeeded by pivoting to web search and external sources rather than following site navigation.
• ›The agent's answer is accurate and well-sourced, but 40% of the signal came from web search and prior knowledge rather than the site itself, indicating Decimal.app does not self-serve the task of explaining itself to prospective users or evaluators.