The agent successfully understood and explained Diplomeo by assembling information from third-party sources rather than directly from the website itself. The official diplomeo.com site proved largely inaccessible (404s on /about and /pricing, French-only interface, single-page app structure), forcing heavy reliance on web search results and external review/guide sites. The agent delivered a complete, well-sourced answer about what Diplomeo does, who it serves, its free-to-students/B2B pricing model, and competitive differentiation—but had to work around the site's poor discoverability rather than extracting this from published company resources.

• ›The official website returned only the homepage (step [1]); attempts to access standard pages (/about, /pricing, /en) all returned 404s, forcing the agent to search externally.
• ›All actionable content came from third-party sources: Planète Grandes Écoles (step [7]), Mister Prépa (step [8]), Ahrefs competitors list (step [14]), Annabac guide (step [17]), and Guide Métier article (step [18]). None were from diplomeo.com itself.
• ›The agent successfully extracted core business logic (free-for-students, B2B school payments, 15,000+ schools, personalized counseling) and competitive positioning (vs. Parcoursup, L'Étudiant, StudyRama) from these secondary sources, but explicitly flagged pricing opacity and conflicting user metrics as unresolved.
• ›The site is entirely French-language with no English version (/en returned 404), limiting international discoverability and agent accessibility.
• ›No structured data (JSON-LD, OpenGraph beyond defaults, microdata) was present to programmatically surface company positioning, making the site opaque to both search engines and AI agents seeking self-published facts.