The agent gathered substantial but incomplete information about OnyxCAD's core offering—what it does (browser-based STEP file annotation), who it's for (hardware engineers and manufacturers), and basic pricing (free plan with 3 models)—but could not retrieve detailed paid tier pricing or feature comparisons because this information is not prominently surfaced on the website. The site appears to be a single-page landing page with minimal navigation structure, forcing the agent to assemble its answer primarily from the homepage meta descriptions and a blog post.

• ›Step [1] provided the meta description and homepage copy that contained the core value proposition (annotate STEP files, no CAD license required, share links with factories), which formed the foundation of the final answer. Step [14] (blog post) added context about use cases but no new pricing or feature details.
• ›The agent discovered OnyxCAD's positioning almost entirely from the homepage title and meta description tags rather than from structured content or dedicated feature/pricing pages. Web searches [11, 15, 17, 19, 20, 22] returned mostly irrelevant results about competitors (Onshape, AutoCAD) or general CAD alternatives, confirming that OnyxCAD has minimal public web presence or comparison content.
• ›The site's navigation is extremely sparse—attempts to fetch /pricing, /about, /docs, and /features all returned 404s, indicating either a single-page application structure or deliberately minimal site architecture. The agent had to infer pricing tiers and target audiences from vague homepage copy ('hardware engineers sending parts to factories weekly') rather than explicit tier documentation.
• ›The agent correctly acknowledged in its final response that specific pricing details and feature comparisons 'aren't clearly visible on the site' and 'aren't prominently displayed,' indicating honest recognition of unmet information needs rather than speculative filling.