The agent partially assembled an understanding of Doana through web search results and prior knowledge, since the website itself is client-side rendered and returned no human-readable content. The agent inferred that Doana is an AI-powered customs automation platform specializing in aviation document extraction (EASA Form 1, invoices, air waybills), but could not retrieve specific pricing details, feature depth, or competitive differentiation from the site itself—those details either don't exist in public form or are behind login/contact walls. The site proved almost entirely opaque to the agent's direct navigation.

• ›All direct fetches to doana.ca (steps [1], [3], [5], [6], [7], [15], [23]) returned identical Next.js boilerplate HTML with no readable content—client-side rendering made the site invisible to the agent without a browser runtime.
• ›The agent reconstructed its understanding almost entirely from web search snippets (steps [9], [11], [14], [29], [32]) and prior knowledge (57% of fetches sourced this way), not from the site itself. Search result titles and metadata provided the core facts: 'AI Customs Agent for Aviation, MRO & Freight' and references to EASA Form 1, customs automation, and aviation/MRO targeting.
• ›The site explicitly published almost no structured information about pricing, features, competitors, or team. The agent noted this directly: 'I could not find specific pricing tiers, per-document costs, or pricing examples' and 'I found no published case studies, customer testimonials, or performance metrics.' This absence forced reliance on inference and external search.
• ›The site's glossary page (doana.ca/glossary, mentioned in step [14]) was identified but not fully examined—it appears to be an island of static content in an otherwise client-side app, suggesting uneven information architecture.
• ›The agent successfully identified Doana's specialization and use case (aviation customs, email-to-data extraction, regulatory compliance) through accumulated search context, but could not verify feature claims or pricing models directly from doana.ca itself.