The agent successfully understood Azurian's core business, target market, and competitive positioning, but could not locate public pricing information on the website itself. The site's homepage provided service details and case studies, but key navigation URLs (pricing, services, about) returned 404 errors, forcing the agent to supplement site content with web search and general consulting knowledge.

• ›Homepage fetch [1] was content-bearing and provided the foundational description of four service areas; the agent re-fetched the homepage [3] without retrieving new information, suggesting limited depth or navigation options on the actual site.
• ›Direct attempts to reach expected service and pricing pages (/pricing, /servicios, /about) all failed with 404, indicating either poor URL structure or a site that does not publish these resources in standard locations.
• ›Pricing gap is real: the agent correctly identified that no public pricing exists on azurian.com and sourced competitive context via web search [6, 7] rather than site content; this is a legitimate limitation of the domain, not a retrieval failure.
• ›Competitive and positioning information [7] came entirely from external sources (Craft, LeadIQ, Manifest, Clutch) because the site did not publish explicit competitor comparisons or differentiation statements.
• ›The agent appropriately distinguished between site-derived facts (services, case studies, geographic presence) and model memory or external context (competitive positioning, consulting industry norms on pricing) in its final response.