The agent successfully gathered enough information to explain Atomic Canyon's business, but the site itself was sparsely designed for discoverability—key pages like /pricing returned 404s, and pricing details were entirely absent from public-facing content. The agent had to rely heavily on web search results and prior knowledge (63% combined) to assemble a coherent picture, supplemented by four successful fetches of the homepage, about page, solutions page, and news article.

• ›Step [1] (homepage) and Step [4] (about page) provided core messaging (what they do: Neutron workbench, FERMI embeddings, NIVA assistant) but were marketing-focused and lacked operational details like pricing, deployment specifics, or technical architecture.
• ›Step [12] (solutions/product page) and Step [13] (NIVA news article) were the only content-bearing fetches beyond the homepage—they filled gaps on product features and industry partnerships (INPO, EPRI, NEI), but still did not disclose pricing or enterprise licensing terms.
• ›The site failed the agent on critical discovery paths: /pricing returned 404 (step [3]), /neutron returned 404 (steps [7–8]), indicating either incomplete site structure or intentionally gated information. The agent had to compensate entirely via web search, which surfaced third-party articles, ORNL press releases, and finance site links—none of which contained pricing.
• ›The agent explicitly flagged 'pricing opacity' as a major confusion point in its final response, correctly identifying that the site does not publicly disclose how Neutron Enterprise is priced or what 'at no cost' means for the cloud version. This is a critical gap for a discovery-evaluation task.
• ›63% of the agent's information came from prior knowledge and web search rather than from the site itself, indicating the site is not self-contained or agent-ready for this task. A properly navigable site would surface product tiers, pricing, and competitive positioning directly.