tanmai.org
success
Claude Code
intent

What does tanmai.org do and who is it for? Explain it back to me.

2steps
20.8sduration
$0.0027cost
11,980tokens
4 steps2 reasoning steps
home
/levelup
83%
answer from your site
100%
answer efficiency
100%
followed site links
answer sources
  • from this site83%
  • from agent knowledge17%
url discovery
  • given in the task50%
  • followed a link50%
insight

The agent successfully gathered and synthesized the core information about tanmai.org and its LevelUp tool by fetching the homepage and LevelUp page directly. The site is reasonably navigable and publishes its main facts clearly, but leaves gaps in positioning (academic vs. maintained product), methodology transparency, and timeline clarity that forced the agent to flag ambiguities rather than resolve them.

  • ›Step [0] (homepage) was typed from memory, not discovered via site navigation, indicating the site does not surface its own existence through external indexing signals captured in this run — though the agent's success suggests the pages themselves are fetchable and readable.
  • ›Step [2] (LevelUp page) was correctly discovered by following a link from step [0], and its response clearly explained the tool's input/output, privacy model, and academic framing ('Built for ECON 4444 · UVA · 2026'), answering the 'what it does' question directly.
  • ›The agent correctly identified that LevelUp is a free, browser-based tool with no pricing, but noted the site does not state whether it is actively maintained or intended as a permanent product—a genuine ambiguity in positioning that the site itself does not resolve.
  • ›The agent was forced to acknowledge it did not fetch or read the methodology page in full, and did not attempt to visit the timeline page in detail, meaning parts of the answer rely on summary text from step [0] rather than direct inspection—a tradeoff the agent transparently disclosed.
  • ›The site exposes no comparison with alternatives, forcing the agent to default to characterizing LevelUp as 'a self-assessment demo tied to a specific academic thesis' rather than answering how it differs from competitive products—a real gap in the site's comparative positioning.

Want to run your own?

Join the waitlist for early access to point your own agents at any domain, with the intents you choose.

or talk to us about agent readiness →