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Preference Model raises $16M seed round led by Andreessen Horowitz to build reinforcement learning environments for AI alignment.

PRIVATEOct 11, 2026

Amount Raised

$16 Million

Round Type

Seed

SoftwareArtificial IntelligenceMachine Learning

Investors

SignalFireSouth Park CommonsScale Angel GroupAndreessen Horowitz

Description

Preference Model secured $16 million in seed funding led by Andreessen Horowitz, with participation from SignalFire, South Park Commons, Scale Angel Group, and notable researchers including Fei-Fei Li and Ian Goodfellow. The company develops reinforcement learning environments designed to train more capable and better-aligned AI systems while preventing reward hacking. Alongside the funding, Preference Model open-sourced Karotte, a framework that has undergone over one million evaluation runs to provide secure defaults and tools preventing agents from exploiting training infrastructure. The capital will support continued development of RL infrastructure to help AI labs identify model weaknesses and test environments against agents attempting to break them.

Who else raised in Software and Artificial Intelligence around the same time

Companies in the same sectors as Preference Model that raised within 45 days of this round, from Fundz verified event records.

  • Kindo raised $30M on November 12, 2026.
  • Axle raised $9M on November 12, 2026.
  • mistEO raised $1.9M (Seed) on November 12, 2026.
  • Qvyon Technologies raised $8M (Seed) on November 12, 2026.
  • Edelbyte raised $45M (Series A) on November 11, 2026.
  • PromptPath raised $12M (Series A) on November 10, 2026.

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Company Information

Company

Preference Model

About

Preference Model builds reinforcement learning environments to train more capable, better-aligned AI systems. The company focuses on creating training environments that resist reward hacking, where AI models exploit weaknesses in tasks or grading systems. They have developed RL environments for several frontier AI laboratories and open-sourced Karotte, a framework for building robust RL environments. Their technology helps AI labs build harder, more reliable training environments as models become increasingly capable.

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Preference Model raised. Fundz records a round at a median of 3.6 minutes from the SEC filing, with the decision-maker attached.

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