roark.ai
success
Claude Code
intent

What does roark.ai do and who is it for? Explain it back to me.

6steps
47.8sduration
$0.0714cost
27,440tokens
7 steps1 reasoning step1 search
home
docs
/features
search
docs
/comparison
71%
answer from your site
60%
answer efficiency
50%
followed site links
answer sources
  • from this site71%
  • from search results14%
  • from agent knowledge14%
url discovery
  • given in the task20%
  • followed a link40%
  • found via web search20%
  • guessed the URL20%
insight

The agent successfully gathered enough information to explain Roark's core value proposition, pricing, and differentiation, but had to work around a site with limited public documentation — no dedicated comparison page, no detailed use-case examples, and unclear Enterprise tier features. Site content was clear on core concepts but sparse on competitive positioning and implementation depth.

  • ›Steps [0] and [1] provided complete, direct answers to 'what,' 'who,' and 'how it's priced' — these pages were well-structured and fetchable, reducing need for external sources.
  • ›The agent attempted to find a /comparison page [2] and /features page [3] by guessing URLs; both returned 404s, indicating the site does not publish a formal comparison matrix or feature list publicly, forcing reliance on blog posts and external sources.
  • ›Step [4] (web search) yielded competitor names and context but no deep technical comparison; the agent then directly fetched the Roark blog post [5] comparing itself to Hamming, which was the only on-site content addressing alternatives.
  • ›The final response's 'What Was Unclear or Missing' section reflects model reasoning about gaps (no comprehensive competitor matrix, no detailed use cases, Enterprise tier opacity) rather than failed fetches — the site simply did not publish these details in machine-readable form.
  • ›Pricing page [1] was transaction-ready and precise (per-minute rates, tier breakdowns, included concurrency), making the 'how it's priced' portion fully satisfied without external confirmation.

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