The agent successfully assembled a comprehensive overview of Koyeb by combining prior knowledge with fetches from the site's homepage, pricing page, docs, and comparison pages. The site's JavaScript-heavy architecture forced reliance on web search to surface key pages, and pricing details required navigation through multiple doc sections rather than a single, machine-readable source. The agent worked around scattered feature information and incomplete homepage content to deliver a coherent answer.

• ›Steps [1], [2], [5] returned heavily JavaScript-rendered pages where critical information (pricing tiers, features, free-tier status) was embedded in the DOM rather than exposed in initial HTML, limiting direct parsing.
• ›Steps [10], [11], [12] (comparison pages and pricing FAQ) were explicitly cited in the final response's Sources section and contained the most concrete details: comparison tables vs. Heroku/Render, GPU pricing ($2.50/hr for H100), bandwidth costs ($0.04/GB), and the free-tier deprecation after Mistral acquisition.
• ›The site lacked a dedicated, easily discoverable 'Features' page—the agent had to infer features from comparisons, blog posts (discovered via web search), and scattered docs. The homepage positioning did not clearly surface GPU/AI capabilities or global deployment reach in a fetchable form.
• ›Web searches [6], [8], [9], [13], [14] acted as routers to specific docs (e.g., pricing FAQ, comparisons) but the search snippets themselves did not contain answer content; they were navigation aids. The agent relied heavily on prior knowledge (38% sourced) to frame the overall narrative.
• ›Pricing model required synthesis from three sources: the pricing page (HTML didn't render detail), the pricing FAQ doc, and external third-party pricing aggregators (srvrlss.io, spotsaas.com) linked in search results. No single page on koyeb.com provided a clear, complete pricing table.
• ›The Mistral AI acquisition (February 2026) and free-tier deprecation were mentioned in external sources but not prominently communicated on the main site—a significant positioning gap for a major platform change.