quilter.ai
success
Claude Code
intent

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

12steps
64.5sduration
$0.7702cost
148,778tokens
21 steps9 reasoning steps4 searches
home
docs
/product
docs
/why-quilter
search
search
docs
search
docs
search
/tool/quilter
62%
on-site discovery
88%
reliability
25%
link following
path origin
  • previous resource25%
  • web search38%
  • prior knowledge38%
insight

The agent successfully assembled a comprehensive explanation of Quilter's core offering, target audience, and competitive positioning by navigating the site's main pages and blog content. However, the task was only *partially* satisfied because the site does not publish concrete pricing information—the agent had to acknowledge this gap and note that exact $/pin costs require contacting sales. The site is moderately agent-friendly for discovery and positioning but frustratingly opaque on the commercial detail users need most.

  • ›Step [1] (homepage) established Quilter's identity as 'Physics-Driven AI for Electronics Design' but provided no pricing detail. Steps [3] (pricing page) and [4] (product page) confirmed the page structure exists but the HTML response truncations suggest Webflow-rendered content that may not surface detailed pricing in plain text—forcing reliance on search and blog posts.
  • ›Steps [12] and [15] (blog comparison posts) were the actual sources of competitive differentiation (vs. Flux.ai, DeepPCB, Altium, traditional autorouters). These were discovered via web search [10], not surfaced from the homepage—the agent had to infer these existed and hunt for them, rather than the site publishing a clear 'Why Quilter' or comparison matrix.
  • ›Step [19] (FuturePedia third-party review) was fetched hoping for pricing detail but the HTML truncation indicates the site also did not surface specific dollar amounts there. The agent ultimately had to honestly state 'exact pricing requires contacting sales' because Quilter.ai does not publicly disclose per-pin costs on their site—a critical gap for a task asking 'how it's priced.'
  • ›The site's blog content (steps [12], [15]) is well-structured and explicitly self-cited in the final response, suggesting Quilter invests in SEO and thought leadership. However, the core product pages lack the specificity needed to answer 'pricing' and 'complexity limits' without external research.
  • ›Prior knowledge and web search were used equally (38% each) to fill gaps the site pages themselves did not expose—indicating the domain requires augmentation beyond its own pages to satisfy this task completely.

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