The agent assembled a partial overview of Chef et Dév by combining web search results with fragments fetched from the live site, but could not retrieve complete information about pricing or detailed service offerings due to site infrastructure issues (508 errors) and missing public documentation. The site proved difficult to navigate: most standard navigation paths returned 404s, and direct fetch attempts triggered resource limits, forcing heavy reliance on search engine snippets and prior knowledge rather than on-site content.

• ›Steps [1], [17], [18] successfully fetched the homepage, blog, and a service page (SEA), but returned only HTML boilerplate—actual content was not extracted or was truncated in the response, making these marginal sources for factual claims.
• ›Steps [13], [14], [20], [21], [23] (web searches) supplied most of the substantive answer: the agent learned about the France Num partnership, the two-person team, AI positioning, and the Cholet location from search result titles and URLs, not from the site's own pages.
• ›Steps [3], [4], [5] revealed that expected navigation paths (/nos-services, /tarifs, /a-propos) return 404s, and steps [9], [10], [11] hit 508 resource limit errors—indicating either poor URL structure or infrastructure issues that blocked systematic discovery.
• ›Pricing information was not found anywhere on the site; the agent explicitly states this gap and notes that custom quotes appear to be the only model, but this was inferred from absence rather than discovered.
• ›The 'Chef' branding confusion and lack of explicit competitive positioning were noted by the agent as confusing elements, but these observations came from the agent's own interpretation rather than from site content that surfaced contradictory or unclear messaging.
• ›The agent successfully answered 'what they do,' 'who it's for,' and 'what's different' by synthesizing search snippets and prior knowledge, but failed to answer 'how it's priced' and acknowledged the site does not publish this information—a critical gap for a service provider.