The agent successfully assembled a complete explanation of Leo AI's value proposition, target market, pricing, and differentiation by combining the marketing homepage with third-party review aggregators. The site itself did not publish a directly accessible pricing page, forcing reliance on external sources; otherwise the core positioning was clearly communicated.

• ›Leo AI's marketing homepage (leo-ai.io) clearly stated the core product: video automation with multi-channel distribution, owned audience focus, and hourly always-on posting. This was the primary source for what they do and their positioning.
• ›The /pricing route returned 404, making it impossible to verify pricing directly from the domain. The agent appropriately fell back to third-party review sites (coldiq.com, softwareadvice.com) that had cached or independently published Leo AI's pricing tiers ($29/$129/$249/month).
• ›The site's differentiation strategy was implicit rather than explicit—it contrasted Leo AI against manual editing software (DaVinci Resolve, Premiere Pro) and emphasized 'hands-off' automation, but did not name direct competitors. Third-party sources filled this gap with mentions of Creatosaurus and Brandblast.ai.
• ›The app.leo-ai.io subdomain was a login interface only; all marketing and product information lived on the main leo-ai.io domain, which the agent discovered by manually trying the non-app domain after encountering the login screen.
• ›The site was missing concrete examples of trend detection output, specific channel-by-channel formatting rules, and technical details about what 'trending moment' detection means—gaps the agent correctly flagged as unclear.