The agent assembled a comprehensive explanation of Semos Education by combining fragments from multiple pages and external sources, ultimately satisfying the open-ended discovery task. The site's content was scattered across different pages without a central positioning statement, forcing the agent to synthesize information from course category pages, FAQ, About, and Testing Center pages. Pricing data proved particularly elusive—individual course prices had to be inferred from specific course pages rather than presented in a transparent pricing page, making the site moderately navigable but requiring effort to piece together a complete picture.

• ›Step [9] (product category page) and [19] (About page) provided foundational information about what Semos does and their regional history, but both responses were truncated in the HTML head/meta sections without full body content being exposed, suggesting the agent had to rely on prior knowledge and search results to fill gaps.
• ›Step [16] (FAQ) and step [26] (external partner verification via Knowledge Pillars and LLPA) confirmed official vendor partnerships and regional positioning, but the FAQ page content was not fully rendered to the agent, indicating the site may have had loading or compression issues that prevented direct access to detailed answers.
• ›The agent discovered most actionable information through web search (38% of fetches) rather than direct site navigation—searches for 'site:semosedu.com' queries returned specific course pages and the Testing Center URL that contained pricing and service details that homepage navigation did not expose.
• ›Pricing transparency was a critical gap: the agent found individual course examples (€136–€1,550) only by inferring from specific course page URLs discovered via search, not from a dedicated pricing or packages page. Direct attempts to fetch /pricing and /courses timed out, further limiting self-service discovery.
• ›The site's positioning as an official vendor training partner was its core differentiator, but this was never explicitly stated in a comparison or 'Why Choose Us' section on the homepage—the agent had to infer it from blog posts about MCT trainers and external partner directory listings.