The agent gathered a comprehensive understanding of Kernel's core offering (browser infrastructure for AI agents), pricing model (usage-based, ~$0.10–$0.30/min), target audience, and key differentiators (speed, stealth/bot-evasion, browser pools) by combining markdown documentation, web search results comparing alternatives, and prior knowledge. However, the site's pricing details were scattered and incomplete—exact tier limits, free-tier allowances, and feature breakdowns were not clearly documented in a single location, forcing the agent to infer and assemble information from fragments.

• ›Step [6] returned the core value proposition via markdown (index.md): 'KERNEL gives web agents cloud-based browser access for fast, scalable automation' with mentions of isolated sessions, profiles, proxies, and observability—this was the primary content source for what-they-do and who-it's-for.
• ›Step [7] (llms.txt) provided the documentation structure and navigation hints but was largely an index; the agent used web search (steps [14] and [15]) to find comparison content and feature details (stealth mode, proxy types, bot detection) not prominently surfaced on the main domain.
• ›Step [12] (docs/info/pricing page) returned HTML but the response was truncated and agent-unreadable; the agent could not extract concrete pricing tiers or limits from the actual page fetch, relying instead on web search results and prior knowledge to estimate '$0.10–$0.30 per minute.'
• ›Pricing information was the weakest point: the agent explicitly noted 'I couldn't find the exact tiers and limits documented in an obvious place' and 'free tier limits unclear.' The site publishes a pricing page but does not expose it in machine-readable or easily parseable form.
• ›The site's agent-readiness is mixed: documentation is extensive and technical (good for identity), but marketing copy and pricing are rendered as client-side JavaScript (poor for direct fetch), and structured comparisons against competitors are absent, forcing the agent to synthesize information from external sources.