kyos.com
success
Claude Code
intent

What does kyos.com do and who is it for? Explain it back to me.

16steps
96.2sduration
$0.8205cost
154,023tokens
24 steps8 reasoning steps5 searches
home
/products
docs
docs
search
/industries
/software
/data-services
home
search
search
/software/energy-analy…
search
/contact
search
/solution/energy-storage
100%
on-site discovery
82%
reliability
64%
link following
path origin
  • previous resource64%
  • prior knowledge36%
insight

The agent successfully gathered comprehensive information about KYOS's business, target customers, and product offerings by fetching multiple pages across the site, but encountered a critical gap: pricing information is not publicly available on the website, forcing reliance on prior knowledge and inference. The site's navigation structure is relatively discoverable (soft redirects, logical URL patterns like /software, /solution, /data-services), but the actual content—obscured by truncated HTML responses—was largely unavailable in machine-readable form, meaning the agent assembled its final answer primarily from prior knowledge (64% of sources) rather than live page content.

  • ›All fetched pages (steps 1, 5, 8, 9, 10, 16, 19, 22) returned status 200 but returned truncated HTML (4400+ chars truncated) with no visible content fragments, indicating the agent could not extract detail from actual page responses.
  • ›The agent successfully inferred the site structure and discovered /software, /solution/, /data-services, and /contact through a combination of prior knowledge guesses (36% of run) and web search hints (step 6, 15, 18, 21 identified URLs like /software/energy-analytics/ and /solution/c-etrm/), but the site did not surface this through visible navigation in the returned HTML.
  • ›Pricing—the task's most critical missing element—is not publicly displayed; the agent correctly identified this gap and noted that custom enterprise pricing requires direct contact, but had no fallback from the site itself.
  • ›The agent's final answer cites 11 sources, but only steps 1, 5, 8, 9, 10, 16, 19, 22 are from direct fetches of kyos.com; the cited URLs (e.g., https://www.kyos.com/software/, https://www.kyos.com/solution/energy-storage/) were discovered through search (step 6, 15, 18, 21) or prior knowledge, not extracted from the homepage or navigation hierarchy.
  • ›The site requires a 'light bridge' (search + prior knowledge supplementation) to be understood—the HTML structure is inaccessible to content extraction, forcing the agent to rely on external validation and prior knowledge of the energy software market to construct a coherent narrative.

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