Preference Model

Preference Model is a superintelligence data research company that builds reinforcement learning environments for training more capable, better-aligned AI models. Founded by Jennifer Zhou, an early member of Anthropic's data team, and Ning Cao, an early employee at DatologyAI, the San Francisco company spent its first year building reward-hacking-resistant RL environments for frontier AI laboratories, focused on machine-learning engineering and AI research tasks. Alongside its $16M seed round led by Andreessen Horowitz, it open-sourced Karotte, the production framework it uses to build and grade adversarially hardened training environments.

  • Seed
  • AI/ML
  • Open Source Software
  • Software & Internet

1

Round

1

Industry

3

Tags

Oct 7, 2026

Latest raise

Funding activity · 1 round

Raise timeline

  1. Oct 7, 2026

    $16M

    Seed

    Led by Andreessen Horowitz

    • Scale Angels
    • Andreessen Horowitz
    • Fei-Fei Li
    • SignalFire
    • Ian Goodfellow
    • Swyx
    • South Park Commons
    • Julian Schrittwieser
    • Manifund
    • MoE Capital
    • Jacob Jackson
    • Sammy Sidhu
    • Barry McCardel
    • Dylan Patel

    Article coming soon.

Pricing

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Enterprise

Custom pricing for unlimited scale. Let's talk.

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Growth plan

For individuals and small teams getting started with AI buyer intelligence.

$149

/month

Features

  • Access to core AI adoption signals
  • 3–5 curated slices per week
  • 30–60 companies / week
  • AI Adoption Score
  • Deal-ready insights (why + pitch angle)
  • Basic filters (recency, slice, score)
  • CSV export
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Pro plan

For outbound teams and agencies that need more coverage and faster signal cadence.

$249

/month

Features

  • Everything in Growth, plus:
  • Full access to all slices
  • 60–120 companies / week
  • Higher-frequency signal updates
  • Priority / early signals (before Growth)
  • Advanced filters (industry, size, use case)
  • Deeper company insights
  • Faster export + bulk workflows

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