Agent successfully gathered a comprehensive overview of Dograh by fetching the official site and supplementing with web search results. The official docs site contained core positioning and feature information but lacked specific pricing details and competitor comparisons, forcing the agent to rely on external sources and search results to complete the user's request.

• ›Steps [1], [6], [7] provided core product information (what it does, key features, deployment options) directly from Dograh's own pages, but pricing specifics were absent from the official site — requiring the agent to fill gaps via web search.
• ›Steps [3] and [4] revealed missing pages (/pricing, /comparison) that would have directly answered pricing and differentiation questions if they existed, creating navigability friction.
• ›Step [9] web search was essential and content-bearing: it surfaced external blog articles and comparisons that quantified pricing differences ($0.03/min self-hosted vs. $0.10–$0.15/min for Vapi/Retell) and clarified the open-source positioning — information not available on docs.dograh.com itself.
• ›The agent correctly identified and called out unmet needs: explicit managed-tier pricing, support tiers, and free tier limits were absent from both the official site and available search results, demonstrating honest boundary-setting.
• ›60% of discovered URLs were typed from memory (guessed domains like dograh.com, www.dograh.com, docs.dograh.com/pricing) rather than surfaced by the site, indicating poor internal linking or site architecture discoverability.