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What is LOOTR?

LOOTR is an AI startup intelligence platform that discovers emerging business opportunities and pressure-tests them through a multi-agent AI tribunal. Unlike simple idea validators that give you a score, LOOTR puts every idea through an adversarial debate between multiple AI analysts, delivers a verdict backed by evidence, and coaches founders on their specific execution advantages and gaps.

How LOOTR Works

  • Evidence First: Market data, failure patterns, and success precedents are gathered before any analyst evaluates the idea.
  • Adversarial Debate: Multiple AI analysts argue for and against every idea from competing perspectives.
  • 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