leeds.ai
success
Claude Code
intent

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

5steps
33.2sduration
$0.1817cost
18,308tokens
7 steps2 reasoning steps
home
docs
home
docs
home
80%
answer from your site
60%
answer efficiency
100%
followed site links
answer sources
  • from this site80%
  • from agent knowledge20%
url discovery
  • given in the task20%
  • followed a link80%
insight

Agent successfully gathered a comprehensive understanding of leeds.ai's purpose, audience, pricing, and positioning by fetching the homepage twice and the pricing page, though the site left key details undefined (what 'opportunity unlocks' means, specific agency coverage, feature distinctions between paid tiers) that the agent called out but could not resolve from published content.

  • ›The site surfaces core value prop clearly on homepage—aggregates public-sector contracts, provides bid organization and eligibility guidance, doesn't submit bids. Steps [1] and [3] provided this directly without search or guessing.
  • ›Pricing page [2] fully specifies the three tiers, but the term 'opportunity unlocks' is published without explanation; agent could not determine what this rate limit actually controls or how it impacts user workflow.
  • ›Geographic coverage stated only by flag display (US/Canada) with no agency or platform names listed; agent noted this gap explicitly rather than inventing specifics, indicating appropriate boundary between site content and model inference.
  • ›Agent made two return trips to homepage [1] → [3] (likely to re-fetch for completeness or verify details), and one failed 404 to /about [4], suggesting the site's navigability relies heavily on homepage content rather than dedicated subpages.
  • ›Feature differentiation between Focus ($97) and Scale ($297) tiers relies on vague terms ('centralized pipeline management') that the site published but did not define; agent flagged this as a gap rather than guessing semantics.

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