Agent assembled a coherent overview of Oligo Security from homepage content and search-discovered third-party sources, but encountered significant site navigation friction (multiple 404s on expected pages) and had to work around missing pricing/competitive positioning details to construct the final answer.

• ›Homepage (steps [1], [5]) delivered the core three-capability framework and customer list, sufficient for the 'what they do' and 'who it's for' sections — this content was directly fetchable and site-exposed.
• ›Pricing was not available on the domain; the agent relied on external Vendr data (step [9] search result and third-party inference) and model memory to estimate $50k+ — site explicitly redirects pricing inquiries to demo booking.
• ›Multiple navigation paths failed (steps [3], [4], [6], [7]: /solutions, /how-it-works, /why-oligo, /about all returned 404), forcing the agent to re-fetch the homepage and rely on search results rather than explore promised navigation links; the homepage navigation structure listed these sections but they were not accessible.
• ›Competitor differentiation came primarily from third-party PeerSpot data (step [10]), not from the site's own competitive positioning — the site presents features but does not explicitly contrast with alternatives.
• ›Agent filled gaps about 'runtime-first approach' and zero-day detection emphasis using model memory synthesis, as no single fetched page articulated this differentiator clearly; this represents agent assembly across fragments rather than direct site exposition.