propelai.co.uk
success
Claude Code
intent

What does propelai.co.uk do and who is it for? Explain it back to me.

9steps
50.8sduration
$0.0637cost
33,882tokens
12 steps3 reasoning steps1 search
home
docs
docs
/services
/work
/how-we-work
/contact
docs
search
100%
answer from your site
38%
answer efficiency
57%
followed site links
answer sources
  • from this site100%
url discovery
  • given in the task13%
  • followed a link50%
  • guessed the URL38%
insight

The agent successfully identified Propel's core business model, customer target, published pricing, and service differentiation by fetching three pages from the domain. The site is reasonably navigable for discovery but sparse in detail—missing case studies, detailed pricing, and competitive comparisons; the agent filled gaps with observations about what was not documented rather than model memory.

  • ›The homepage and services page directly exposed the value proposition (consulting-first approach, fixed pricing for some services, custom pricing for others), avoiding need for model inference about the business model.
  • ›Multiple expected URLs returned 404 (/pricing, /work, /how-we-work, /blog), forcing the agent to rely on information embedded in the three working pages rather than dedicated sections—the site is content-lean by design, not just poorly structured.
  • ›The agent correctly attributed pricing details to step [6] (services page) and acknowledged gaps (workflow implementation pricing, case studies, industries served) without inventing answers, demonstrating appropriate restraint when content was absent.
  • ›The competitive differentiation section synthesized homepage language ('the information exists. Someone still has to find it...') with the service-based approach pattern across pages—this is site-derived positioning, not model memory, though the agent had to assemble it across multiple fetches.
  • ›The agent did not attempt to use search results (step [10]) as source material despite the search results being returned; it correctly recognized that generic workflow automation alternatives (Zapier, Make, UiPath) were not specific to Propel and did not add substance to the answer.

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