The agent assembled a workable explanation of DURUM.ai's core offering, pricing, and target users by fetching the marketing site and onboarding docs, but could not fully answer the comparison question because the dedicated comparison page was inaccessible (404). The site published pricing and product details on the marketing domain but scattered them across multiple pages with inconsistent integration lists and incomplete docs navigation.

• ›Pricing table and plan details came directly from durum.ai/ (step [2]), not from docs.durum.ai/, which the agent cites as having no price information. The agent had to bridge domains to answer the pricing question.
• ›The docs site links to 'Plans et facturation' and 'Abonnement et paliers' sidebars but those pages returned no content; the agent could not reach them. This indicates navigation structure exists on docs but leads nowhere.
• ›The intended comparison page (durum.ai/comparaisons) returned 404, so the agent could only report the marketing site's claim about counting sales uniquely without independent verification or competitor naming.
• ›Integration lists diverge between docs sidebar (GHL, Pipedrive, Zoho, iClosed, TikTok Ads) and marketing page (Shopify, Typeform, but no Zoho or TikTok), creating ambiguity the agent had to flag.
• ›The onboarding docs (step [1]) explain feature setup and workflow but use domain-specific terms ('gestionnaire de compte' vs. 'agence', 'clé client', UTM grading scale) without defining them, forcing the agent to note these as confusing rather than resolvable from site text.