dairynz.co.nz
success
Claude Code
intent

What does dairynz.co.nz do and who is it for? Explain it back to me.

10steps
47.2sduration
$0.3558cost
72,554tokens
11 steps1 reasoning step1 search
home
/about-us
/our-services
docs
search
/about-us/your-levy/mi…
/research
/publications
/environment
/about-us/dairynz-group
44%
on-site discovery
78%
reliability
33%
link following
path origin
  • previous resource33%
  • web search56%
  • prior knowledge11%
insight

The agent successfully assembled a coherent explanation of DairyNZ's purpose, funding model, and positioning by fetching the homepage, About Us page, levy information, research hub, environment page, and organizational structure page. However, the site's navigation proved fragile—direct guesses at /our-services and /pricing both returned 404s, forcing reliance on web search to discover the correct URL structure. The agent had to infer much of the business model and pricing from scattered pages rather than from a dedicated, machine-readable service or pricing hub.

  • ›Step [0] (homepage) and step [1] (About Us) provided foundational positioning but contained no direct pricing or service catalog information—the agent had to infer the levy system from step [5] and understand research focus from steps [6] and [8].
  • ›Steps [2] and [3] (direct guesses at /our-services and /pricing) both failed with 404s, revealing that the site does not surface its service offerings or pricing through conventional navigation or URL patterns; web search in step [4] was necessary to discover working pages.
  • ›The site's HTML was truncated in all responses, limiting visibility into what rendered content actually said; the agent relied on URL patterns and page titles rather than full semantic content to build its model.
  • ›Step [9] (DairyNZ Group page) was cited but returned no detail about what the subsidiaries actually do, leaving a gap the agent explicitly acknowledged in 'What Was Confusing or Missing'.
  • ›The agent correctly identified the levy-funded model and research-centric positioning but could not find a service catalog, pricing tiers, or comparison tools—indicating the site is designed for already-informed stakeholders rather than discovery or self-service evaluation.

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