endless.app
success
Claude Code
intent

What does endless.app do and who is it for? Explain it back to me.

3steps
24.7sduration
$0.0052cost
13,702tokens
4 steps1 reasoning step
home
docs
llms.txt
80%
answer from your site
100%
answer efficiency
100%
followed site links
answer sources
  • from this site80%
  • from agent knowledge20%
url discovery
  • given in the task33%
  • followed a link67%
insight

The agent successfully assembled a coherent explanation of Endless by fetching the homepage, pricing page, and llms.txt file. The site made its core offering, pricing structure, and claimed differentiators accessible, but left model availability unclear by plan tier and offered unverified model names without explanation.

  • ›The site publishes a machine-readable llms.txt file explicitly for agent interpretation, yet it names comparison pages without stating their findings—forcing the agent to acknowledge unverified claims.
  • ›Pricing page was complete and explicit (plan tiers, seat counts, credit refresh rates), but the homepage and llms.txt omitted per-model credit costs, relegating those to individual model pages the agent did not fetch.
  • ›Model names ('GPT-6.1 Terra', 'Claude Opus 5.5', 'Gemini 3.8 Flash', 'Nano Banana 2.1') appear nowhere in major AI provider documentation—the agent correctly flagged these as unverified and potentially fictional, indicating the site may have displayed test/placeholder data or the agent encountered a version mismatch.
  • ›Free, Basic, and Pro plans list models as 'not specified' while Hobby claims 'every frontier model'—creating asymmetry that forced the agent to acknowledge missing information rather than infer.
  • ›The site exposes no security, data-handling, or compliance details beyond SSO on Business tier, leaving a major gap for enterprise evaluation that the agent correctly called out.

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