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What is LOOTR?

LOOTR is an opportunity intelligence platform for builders. It discovers emerging business opportunities from real-world market signals and pressure-tests startup ideas with evidence, failure history, competition data, and founder-fit guidance. AI helps cluster signals and run adversarial reviews behind the scenes — every verdict is grounded in market evidence first.

How LOOTR Works

  • Evidence First: Market data, failure patterns, and success precedents are gathered before any analyst evaluates the idea.
  • Adversarial Debate: Multiple perspectives argue for and against every idea from competing angles.
  • Independent Audit: A separate audit system checks for overclaims and inconsistencies. The verdict can change.
  • Founder Coaching: Execution Lens maps your personal advantages, gaps, and next moves — separate from the idea score.

Key Differentiators

  • Not a quiz that spits out a number
  • Not a chatbot giving a single opinion
  • Multi-agent debate with independent audit
  • Separate idea scoring and founder coaching
  • Evidence-first: no analyst speaks before data is gathered