The agent assembled a comprehensive overview of Studi by combining the homepage fetch, a formations listing page, a financing page, and a state-recognition page, then supplemented gaps with web search results. The website itself did not expose pricing, differentiation, or target audience in easily accessible pages—the agent had to work around missing '/about', '/tarifs', and '/features' pages and rely on search results and prior knowledge to construct the final narrative.

• ›Step [1] (homepage) provided the tagline 'Réinventez-vous' and positioned Studi as 100% online but did not surface pricing, features, or competitor positioning—the agent had to guess or search for these.
• ›Step [4] (formations page) returned a course listing interface but the response was truncated; the agent could not extract specific course-level pricing or detailed category information from the fetch alone.
• ›Step [11] (financing page at studi.com/fr/financement) was a content-bearing fetch that supplied payment plan details (€59/month, 36-month options, CPF funding) but was only discovered via web search result, not site navigation—the homepage did not link to it visibly.
• ›Step [20] (state-recognition page) confirmed RNCP credential claims but was again reached via search result, not discoverable from the homepage or main navigation flows.
• ›The agent made four failed 404 attempts ([3], [6], [7], [15], [17]) trying intuitive URL patterns ('/prix-formations', '/tarifs', '/a-propos', '/pourquoi-studi', '/qui-sommes-nous'), indicating the site does not publish these essential explainer pages at predictable URLs.
• ›Web search steps [9], [12], [14], [18], [22], [23] were essential to the final answer; comparison claims (vs. OpenClassrooms, pricing context, student volume, CPF eligibility) came entirely from third-party review sites, not from studi.fr itself.
• ›The site is poorly agent-navigable: key business information (pricing, differentiation, audience) is either absent from the primary domain or accessible only through non-standard URL structures that require prior knowledge or search mediation.