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Preference Models

Preference Models

Private
San Francisco, CaliforniaAI, Data & Cloud Infrastructurehttps://preferencemodel.com

Last Round

Seed

Oct 7, 2026

Est. Valuation

$5.71M

Total Funding Raised

$16.4M

Momentum

Top 1%

of companies Caplight tracks

Company Overview

Preference Models operates in AI, Data & Cloud Infrastructure and is based in San Francisco, California. Its latest recorded funding round was a Seed round in October 2026.

Preference Models is a software company that builds reinforcement learning environments to train and evaluate AI models.

Sector

AI, Data & Cloud Infrastructure

Verticals

AI Training Infrastructure, ML Platforms, Synthetic Data

Business Model

B2B

Customer Profile

Subscription SaaS, Usage-Based SaaS

AI Layer

Infrastructure

Historical Pricing

Historical view of private secondary pricing and transaction trends.

Pricing history

Caplight clients see full MarketPrice™ history and secondary transactions.

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Caplight Momentum Score

Proprietary index based on bid/ask volume and sentiment.

Momentum history

Caplight clients track how buyer interest and sentiment change over time.

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Preference Models Comparables

Compare Preference Models with similar companies based on industry and business-model similarity.

Preference Models comparables — related companies by embedding similarity
CompanySimilarityMarket Cap
Osmosis
88%
HUD
88%
Collinear AI
87%
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Preference Models Funding Rounds

Historical fundraising activity

Data table
RoundDateAmount RaisedValuationInvestorsSources
SeedOct 7, 2026
Pre SeedJul 1, 2025
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Key People

Founding team and executive leadership

Jennifer Zhou

Chief Executive Officer

Executive Team

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Preference Models Investors

Notable investors and investment history

Preference Models investors
InvestorRounds
Andreessen HorowitzSeed
South Park CommonsSeed, Pre Seed
SignalFireSeed
Scale Angels FundSeed

Market signals

Structured signals derived from secondary market and firmographic data.

  • Oct 7, 2026

    $16M round led by Andreessen Horowitz.

  • Sep 6, 2026

    Grew 180% QoQ from 5 to 14 employees.

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Recent news

Latest coverage and updates

  • receives_financingOct 10, 2026

    On Oct 7th '26, Preference Model, Inc. receives $16M in Seed financing led by Andreessen Horowitz, with participation from SignalFire, South Park Commons, Scale Angel Group, and individual researchers, to develop reinforcement learning infrastructure for AI alignment.

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Preference Models Filings

Explore SEC and related filing metadata, where available.

Preference Models filings preview — column headings only; records require access
TypeDateAmount OfferedAmount SoldFilingPagesDownload

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Frequently Asked Questions

Common questions about Preference Models's valuation, stock price, and market status.

Is Preference Models a public or private company?

Preference Models is a private company.

What is the current stock price of Preference Models?

Preference Models is a private company, so its shares have no public market price. Caplight tracks Preference Models's secondary market activity and provides MarketPrice™ estimates of its share price to Caplight users.

How much is Preference Models worth (valuation)?

Preference Models's valuation is estimated at $5.7M based on funding round data.

Can I buy Preference Models stock?

Preference Models shares may be available on secondary markets subject to transfer restrictions. Caplight facilitates secondary market transactions for accredited investors.

When was Preference Models's last funding round?

Preference Models's most recent funding round was Seed on October 7, 2026.

Who are the main investors in Preference Models?

Key investors in Preference Models include Andreessen Horowitz, South Park Commons.

Will Preference Models IPO soon?

No public IPO plans have been announced for Preference Models.

How can I track Preference Models secondary market activity?

Caplight tracks bids, offers, and trades in Preference Models's shares on secondary markets.

Firmographic Details

HeadquartersSan Francisco, California
Employee Range19
Year Founded2025
Last FundingOct 7, 2026

Institutional Data Access

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