The agent discovered that opik.dev itself is a personal portfolio site unrelated to the Opik product, then pivoted to web search to find and document the actual Opik platform (hosted at comet.com). The final answer synthesizes information from Comet's product pages, pricing documentation, and third-party comparison articles. The site's navigation and homepage provided no product information, forcing the agent to abandon on-domain discovery entirely and rely on search results and external sources.

• ›Steps [1–5] on opik.dev returned only generic portfolio site markup with no product content, navigation links, or identifying information about what 'Opik' is. The agent correctly identified this as a dead end.
• ›Step [9] (comet.com/site/products/opik) and step [10] (comet.com/docs/opik) were the primary content sources for the Opik product definition, but both returned heavily JavaScript-rendered pages that the agent could not fully extract. The agent relied on web search snippets and prior knowledge instead of the official pages' structured content.
• ›Steps [12] and [13] (web searches) proved more valuable than direct fetches: search snippets contained pricing tiers, feature comparisons (vs. LangSmith and LangFuse), and differentiators. The agent cited external comparison articles (bigdataboutique.com, futureagi.com) rather than Comet's own documentation.
• ›The site's agent-readiness is poor: opik.dev has no relation to the product, and comet.com's pages are JavaScript-heavy with no fallback structured data (llms.txt, JSON-LD, or static content sections). The agent had to assemble the answer from search result snippets and prior knowledge rather than authoritative source material.