The agent successfully assembled a comprehensive overview of ML Brussels by combining minimal on-site content with search-sourced information and model reasoning. The site itself is sparsely published—most actionable details came from web search results and the associated Dr. Nwoye subdomain, requiring the agent to route through external discovery rather than navigate a well-organized primary site.

• ›The primary domain (mlbrussels.be) contains almost no fetchable content—repeated fetches [2, 3, 4, 8] returned only the header tagline. The agent could not discover services, pricing, or team details by following site links; all substantive answers came from web search [6, 9] or the Dr. Nwoye subdomain [10, 11].
• ›The mlbrussels.com → mlbrussels.be 301 redirect [1, 7] created friction: the agent had to recognize and handle the redirect manually, then search for answers rather than navigate a unified information hierarchy.
• ›Pricing information was genuinely absent from all fetched pages [2, 3, 4, 8, 10, 11]—the agent did not fail to extract it, but the site does not publish it. The agent correctly identified this gap and acknowledged it in the final response.
• ›The agent assembled the 'What sets them apart' section primarily from step [11] (the Dr. Nwoye welcome page), which contained the philosophy and mindset framing. This was not a core mlbrussels.be resource but was the only place that philosophy was explicitly published.
• ›Search results [6, 9] were the primary bridge to discoverable information; without them, the agent would have had only a tagline. The search results included the Dr. Nwoye subdomain URLs, which the agent then fetched as the most information-rich sources in the entire run.