The agent successfully gathered core information about MSU's mission, audience, and costs by fetching the homepage, about page, and admissions cost page. However, the site's navigation surface was rough—several expected URLs returned 404s, and differentiation claims came largely from MSU's own marketing language rather than comparative analysis.

• ›Step [1] (homepage) and step [3] (about page) directly supplied MSU's mission, program count, student diversity, and research focus; these formed the backbone of the 'what,' 'who,' and 'different' sections.
• ›Step [6] (admissions.msu.edu/cost-aid) was the only source for concrete pricing data; the agent had to navigate off the main domain to a subdomain to find tuition and aid statistics, suggesting the main site does not prominently surface this information.
• ›Steps [2] and [4] failed with 404 errors (/admissions, /students/financial-aid), indicating either poor URL structure or outdated navigation hints in the homepage; the agent recovered by guessing an admissions subdomain.
• ›The final response acknowledges that MSU's differentiation messaging is generic and not grounded in retrieved competitive analysis—the agent noted this as a confusion point without citing a source, correctly attributing it to absence rather than site content.
• ›No fetched page explicitly compared MSU to peer institutions; the agent's statement that differentiation is 'unclear' relative to Wisconsin, Michigan, etc. reflects model reasoning, not site-supplied comparative data.