The agent successfully gathered core information about FastBuilt's product, market position, and target customers directly from the site, but encountered a significant gap: pricing information is not publicly disclosed. The site was navigable for feature discovery but required direct contact for commercial details.

• ›Site publishes no pricing model, tiers, or cost structure—all three fetch attempts returned identical homepage content. The agent correctly identified this as a gap requiring direct sales contact, not a retrieval failure.
• ›Core positioning and differentiators were explicit on the homepage: 'largest specialized platform' for post-construction, all-in-one ecosystem, AI assistant (NIA), Brazilian ERP integrations. The site surfaces its value proposition clearly in fetchable form.
• ›Scale metrics (26 major clients, 2,754 projects, 350,000+ homes, 19+ states) were published on the homepage and consistent across fetches, indicating reliable, site-authored positioning rather than model memory.
• ›Agent typed the domain from memory rather than discovering it via search, then conducted a supplementary web search for competitor context—search results did not return FastBuilt-specific alternatives, only general construction software (Procore, Autodesk), limiting competitive positioning analysis.
• ›Site is Portuguese-only with no English localization mentioned, and the agent did not encounter case studies, testimonials, or detailed usage examples during fetches—these discovery aids were absent from the public homepage.