edwardsandhardy.co.nz
success
Claude Code
intent
What does edwardsandhardy.co.nz do and who is it for? Explain it back to me.
17steps
81.9sduration
$0.9523cost
208,341tokens
27 steps10 reasoning steps7 searches
home
/services
docs
docs
search
/roofing
home
search
/gutter/gutter-replace…
search
search
search
/drone
mcp-call
/about-us
search
search
60%
on-site discovery
70%
reliability
50%
link following
path origin
- previous resource50%
- web search40%
- prior knowledge10%
insight
The agent assembled a comprehensive overview of Edwards & Hardy by fetching the homepage, about page, and service-specific pages (roofing, drone, guttering), supplemented by web search results that confirmed the company's positioning and heritage. The site proved partially navigable—service pages existed and were fetchable, but transparent pricing was absent, forcing the agent to rely on search results and inferred knowledge to construct a complete answer about how they differ from competitors.
- ›Steps [1], [8], [14], [15], [22] returned actual page content describing services (roofing, drone inspections, guttering), but all responses were HTML fragments truncated at ~4400 chars—the agent could not render full page text, suggesting client-side rendering (Next.js) made detailed content inaccessible via fetch.
- ›Pricing information was entirely absent from fetched pages; the agent found a blog post URL ('New Roof Cost NZ: 2026 Price Guide') via search [11] but could not cite it as primary source because the trajectory does not show [11]'s content being fetched—the agent inferred pricing model from that URL title and prior knowledge, not from direct retrieval.
- ›Competitive differentiation (drone technology, RoofGuard system, Lindab gutters, heritage since 1959) came from search result titles and snippets [6], [12], [17], [24], not from the fetched pages themselves—the site does not foreground these claims in a machine-readable way.
- ›The site's structure broke standard conventions: `/services` and `/pricing` routes returned 404s [2], [3], forcing the agent to discover pages only through web search and prior knowledge (40% of fetch sources were web search, 50% prior artifact).
- ›The agent cited specific URLs in its final response's Sources section, but only those it successfully fetched; search results that provided title-level insights (e.g., 'Innovative Drone Roof Inspections & Treatments') were not formally cited, indicating the agent conflated discovery paths with evidence sources.
Help the next agent finish on edwardsandhardy.co.nz
Front builds the agent version of your site and shows which agents visit, what they came for, and what your pages couldn't answer.
or talk to us about agent readiness →