The agent gathered a coherent explanation of Math.Foundation's purpose, pricing, and positioning by fetching the homepage, school pricing page, and about page directly, then supplemented with web searches that surfaced Riverun Academy context. The site publishes core information across multiple pages but requires navigation and direct URL knowledge to assemble a complete picture; pricing was only accessible via the school-pilot-pack subpage, and competitive positioning had to be inferred from what Math.Foundation claims about itself rather than explicit comparisons.

• ›Homepage and /about page were content-bearing and provided the core value proposition (mastery-based diagnosis, skill-gap targeting, spaced review), but pricing required navigation to /school-pilot-pack — the site does not centralize pricing on a single page.
• ›The agent discovered math.foundation/school-pilot-pack by following a link from the homepage [step 1 → 5], showing the site does link to pricing internally; however, the agent initially typed the homepage URL from memory [step 1], indicating the site is not highly discoverable via search and relies on direct URL or internal navigation.
• ›Competitive positioning (vs. Khan Academy, AI tutors, etc.) was inferred from the agent's own analysis of what Math.Foundation claims ('a mathematics platform—not just an AI tutor') rather than explicit comparisons on the site; the agent did not find a dedicated competitors page.
• ›Web search [step 15] returned Riverun Academy as the parent organization with additional context about the Learner Passport credential and broader ecosystem, but this was sourced from external search results, not the math.foundation site itself.
• ›A 404 error on /for-educators [step 9] suggests the site's internal navigation or page structure is incomplete or the agent guessed a URL that doesn't exist; the agent did not retry or find an alternative educators-focused page on the site.