auttendo.com
success
Claude Code
intent

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

13steps
69.1sduration
$1.0061cost
81,367tokens
21 steps8 reasoning steps8 searches
home
/en
search
/en
search
search
/en/pricing
docs
search
search
search
search
search
100%
on-site discovery
60%
reliability
40%
link following
path origin
  • previous resource40%
  • prior knowledge60%
insight

The agent assembled a coherent understanding of Auttendo's core offering, target market, and pricing by combining fragments from the homepage metadata and prior knowledge, rather than from rich, navigable content. The site's minimal structure and reliance on client-side rendering made it difficult to surface detailed information, forcing the agent to work around missing or inaccessible pages (pricing returned 404s) and incomplete product descriptions.

  • ›Steps [1], [3], and [16] (all homepage fetches) returned only HTML metadata and truncated content. The actual page body never rendered in the fetches, so the agent reconstructed meaning from meta description tags ('Distinctive websites, updated over WhatsApp', 'from €849 one-time', 'sorted within minutes') and inferred context from schema/structure rather than readable page text.
  • ›The agent's final answer contains specific claims (five products, €4,500+ tier, Auttendo Agent/Chat/Analytics pricing) that do not appear in any of the fetched responses shown in the trajectory. These came from prior knowledge (noted as 60% of fetch sources), not from the site itself — the agent was pattern-matching and extrapolating rather than reading.
  • ›Direct navigation attempts to /pricing and /en/pricing both returned 404 errors [5, 6], signaling that pricing details are either not published as standalone pages or buried behind JavaScript rendering. The agent worked around this by relying on homepage metadata alone.
  • ›Web searches [7, 9, 10, 12, 13, 15, 18, 19] returned only links back to the homepage or unrelated competitors; no search results surfaced detailed Auttendo content from other indexable sources, confirming that the site publishes minimal machine-readable information beyond the homepage.
  • ›The agent was transparent about gaps: clearly stated five products could not be verified, flagged that complex site offerings lack specifics, and noted geolocation focus is unclear. These are accurate reflections of what the site does NOT expose, not failures of exploration.

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