The agent assembled a partial understanding of IT Lab by working around a broken homepage (all three URL variants returned empty content) and falling back to search-discovered company pages and third-party profiles. It retrieved core positioning and services from the official About page but could not access pricing, case studies, or complete service details; it also explicitly declined to research competitors, leaving the 'how it differs from alternatives' question unanswered.

• ›The homepage (itlab.com.br, www.itlab.com.br, and http variants) returned HTTP 200 but delivered no content, forcing the agent to pivot to web search and the About page—a critical discovery/identity friction point that required model-guided recovery.
• ›The About page itself (step [7]) was the only official site fetch that returned readable content and served as the primary source for company positioning, services, and claimed differentiators; this single page became the success-path backbone.
• ›Pricing is entirely absent from the site and the agent correctly inferred (without claiming to source it) that engagement is likely project or team-based but explicitly noted this as inference, not stated fact.
• ›The agent declined to research competitors or establish differentiation, correctly noting that the site itself made only generic claims and that comparative analysis was outside its retrieval scope—a disciplined boundary on what constitutes a 'found' answer vs. supplied reasoning.
• ›Company size and location data came from third-party aggregators (Crunchbase, LinkedIn, BounceWatch, Lusha), not the official site, and the agent flagged conflicting figures—exposing that the site itself publishes no verifiable corporate metadata.