Numerai
Numerai runs an AI-driven quantitative hedge fund whose meta-model aggregates machine learning predictions from a global tournament of data scientists staking NMR tokens, serving institutional investors and qualified accredited individuals.
- Company typePrivate
- Founded2015
- HeadquartersSan Francisco, United States
- Headcount11–50
- GTM typeB2B
- OfferingServices
What Numerai does
Numerai operates an AI-driven quantitative hedge fund combined with a global crowdsourced data science tournament. Founded in 2015 and based in San Francisco, the firm runs a global equity market neutral strategy whose signals are derived from a proprietary meta-model that aggregates thousands of machine learning models submitted by data scientists worldwide. Participants access hedge fund quality datasets that have been cleaned, regularized, and obfuscated via structure-preserving encryption, allowing the data to be distributed at no cost while protecting proprietary information. Data scientists stake the native Numeraire (NMR) cryptocurrency on their predictions, with payouts or burns determined by model performance, aligning participant incentives with fund outcomes.
The technology stack centers on the tournament platform, the encrypted data distribution pipeline, and the meta-model ensemble system. A secondary tournament, Numerai Signals, extends the platform to participants with proprietary external datasets. Numerai has integrated frontier AI tooling via Codex, a Claude-powered CLI exposed through Model Context Protocol, enabling AI-assisted model development and autonomous architecture search. A subsidiary, Numerai GP LLC, manages public equity holdings, including a disclosed Q4 2025 position in Skyworks Solutions.
The business model is anchored in hedge fund management fees and performance fees on institutional and qualified accredited capital, with stated assets under management of $550 million and a publicly stated target of $1 billion. Tournament participation is free; NMR token economics are a secondary, market-driven value layer rather than a primary revenue stream. Distribution is hybrid: a self-serve global tournament for data scientists and direct enterprise sales for institutional capital, exemplified by a $500 million capacity commitment from J.P. Morgan Asset Management. The firm is privately held with 11-50 employees, backed by Union Square Ventures, a co-founder of Renaissance Technologies, and university endowments that led the November 2025 Series C at a $500 million post-money valuation.
Numerai firmographics
Firmographics- Name
- Numerai
- Legal name
- Numerai, Inc.
- Website
- https://numer.ai
- Company type
- Private
- Founded year
- 2015
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Numerai runs an AI-driven quantitative hedge fund whose meta-model aggregates machine learning predictions from a global tournament of data scientists staking NMR tokens, serving institutional investors and qualified accredited individuals.
- Ownership category
- akta.pro rank
Numerai industry classification
Industry- Product category
- Quantitative Hedge Fund
- NAICS
- Securities, Commodity Contracts, and Other Financial Investments and Related Activities (523)
- SIC
- Security & Commodity Brokers, Dealers, Exchanges & Services (6200)
- akta.pro primary industry
- Active Crypto Asset Managers (Discretionary) (FSADAHAA)
Keywords
Where Numerai is headquartered
LocationHeadquarters
- HQ city
- San Francisco
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Numerai business model
Business model- GTM type
- B2B
- Offering type
- Services
- Cost components
- Technology or R&D, Personnel, Operations, Marketing or Sales, Infrastructure
Revenue model
- Hedge Fund Management: Numerai operates a quantitative global equity market neutral hedge fund. The fund generates returns through AI-driven stock trading strategies derived from the meta model built from thousands of data scientist submissions. Revenue comes from managing institutional capital.
- NMR Token Mechanics: The NMR cryptocurrency is used within the tournament ecosystem. Data scientists can earn NMR through performance-based payouts, and the token has market value on exchanges. The token surged over 40% following the Series C announcement.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Pay-as-you-go | Free Tournament Participation |
| Outcome Based/ Performance | Pay-as-you-go | Staked Tournament Participation |
Go-to-market motion3 records
Distribution channels3 records
Marketing channels8 records
Numerai product offering
Product offeringCore offering
Numerai operates a quantitative global equity market neutral hedge fund whose investment signals are generated by aggregating thousands of machine learning models submitted by a global network of data scientists competing in tournaments. Data scientists stake the NMR cryptocurrency on their predictions, with accurate models earning payouts and poor performers burning their stake. The platform distributes obfuscated, structure-preserving encrypted financial datasets free of charge to participants worldwide.
Product overview
Numerai operates as a hedge fund and data science platform architecture comprising four interconnected products: (1) the Numerai Hedge Fund - the core AI-driven quantitative fund that combines thousands of community-submitted models into a meta-model for stock market prediction; (2) the Numerai Tournament - the primary competition platform where data scientists worldwide submit machine learning models; (3) Numerai Signals - an advanced tournament module allowing participants to use their own external data; and (4) Numeraire (NMR) - the native cryptocurrency token that powers staking, payouts, and participation across the ecosystem. The products work together: data scientists compete in tournaments to build models, stake NMR on predictions, and the best-performing models feed into the hedge fund's investment strategy.
Differentiator
Problem solved
Functional benefit
Brands
- Numerai Signals: A tournament for data scientists who have their own data to submit stock market predictive models.
Products and services
- Numerai Hedge Fund AI-driven quantitative global equity market neutral hedge fund that combines thousands of data scientist models into a meta-model to predict stock market returns. Designed for institutional investors and high net worth accredited individuals.
- Numerai Tournament Global AI tournament for stock market predictions where data scientists build and submit machine learning models using Numerai's obfuscated stock market data. Participants stake NMR tokens on model performance to earn payouts or burn tokens for poor predictions.
- Numerai Signals Tournament platform for data scientists who have their own external data sources. Participants submit stock market predictive models using their proprietary data, stake NMR, and receive payouts based on prediction performance.
- Numeraire (NMR) Cryptocurrency token used within the Numerai ecosystem. Data scientists earn NMR based on tournament performance, stake NMR to participate in payouts, or burn tokens based on prediction accuracy.
Quantifiable outcome
- Over 25% net returns in 2024
- +2 more outcomes
Companies that use Numerai
Customer profileNamed customers1 record
Segments3 records
Ideal customer profiles2 records
Numerai technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability4 records
Feature6 records
Numerai partnerships and signals
Strategic signalScale indicators6 records
Recent moves6 records
Expansion highlights6 records
Numerai competitors and assessment
Company assessmentDirect peers
- WorldQuant: WorldQuant operates a crowdsourced quant research platform (WorldQuant BRAIN) where external researchers submit alpha signals for compensation, directly comparable to Numerai's tournament model. Both combine thousands of external contributions into institutional-grade systematic strategies, though WorldQuant is owned by Millennium and focuses on traditional equities/FX.
Broad incumbents
- Renaissance Technologies: Renaissance Technologies is the most successful quantitative hedge fund historically (Medallion Fund) and the explicit inspiration for Numerai — Numerai is backed by a Renaissance co-founder. Both rely on systematic, ML-driven strategies across equities, but Renaissance operates with internal researchers only, whereas Numerai crowdsources externally.
- Two Sigma: Two Sigma is a large AI/ML-driven hedge fund applying machine learning across equities and other asset classes. It is broadly comparable to Numerai as a tech-forward quant fund, though it operates at vastly larger scale (~$60B+) and runs proprietary (not crowdsourced) research.
- Citadel: Citadel is one of the largest multi-strategy hedge funds with a significant systematic equities component driven by quantitative research and ML. Comparable as a top-tier quant competitor with the capital and infrastructure to challenge Numerai on talent and execution.
- Point72 Asset Management: Point72 runs a large Cubist systematic strategies platform applying quantitative and ML techniques to equities. Comparable as an institutional quant competitor with sufficient capital to enter the AI-driven systematic space and compete with Numerai for institutional capital.
- DE Shaw: DE Shaw is a large quantitative investment manager known for systematic equities and computational finance. Comparable to Numerai as a long-standing quant firm with deep engineering and ML capabilities, though it uses internal researchers rather than crowdsourced contributors.
- Man Group (AHL): Man Group's AHL division is a long-running systematic/quant hedge fund manager. Comparable to Numerai as a quant fund applying ML and systematic approaches to global equities, with broader multi-asset coverage and longer institutional track record.
- Hudson River Trading: Hudson River Trading is a major quantitative trading firm applying ML to equities and other markets. Comparable to Numerai as a tech-forward systematic trading firm with similar engineering-heavy culture, though focused on internal proprietary research.
Emerging players
- QuantConnect: QuantConnect is an open-source algorithmic trading platform enabling quants to develop and test strategies. Comparable to Numerai as a platform serving the quantitative community, though QuantConnect focuses on infrastructure/tooling rather than running a centralized hedge fund fed by community submissions.
- Kaggle: Kaggle is the largest crowdsourced data science competition platform. Comparable to Numerai's tournament in community-driven ML model generation, though Kaggle serves broad ML use cases without an integrated hedge fund that converts submissions into capital allocation.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Numerai social profiles
Digital presenceNumerai financial estimates
Financial estimateRevenue estimate
Valuation estimate
Numerai leadership team
Management profileNumber of profiles
Profiles2 records
Numerai subsidiaries and ownership
Company hierarchySubsidiaries1 record
Numerai funding detail
Funding detailFunding overview
Funding rounds9 records
Investors14 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Numerai M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Numerai
What does Numerai do?
Numerai operates a quantitative global equity market neutral hedge fund whose investment signals are generated by aggregating thousands of machine learning models submitted by a global network of data scientists competing in tournaments. Data scientists stake the NMR cryptocurrency on their predictions, with accurate models earning payouts and poor performers burning their stake. The platform distributes obfuscated, structure-preserving encrypted financial datasets free of charge to participants worldwide.
Is Numerai a public or private company?
Numerai is a private company. It is classified as venture growth investor backed and is currently operating.
When was Numerai founded?
Numerai was founded in 2015. It employs 11 to 50 people.
Where is Numerai based?
Numerai is headquartered in San Francisco, United States, in the North America region.
How does Numerai make money?
Two revenue lines are on record. Hedge Fund Management is the primary driver. The others are NMR Token Mechanics.
Who are Numerai's main competitors?
WorldQuant is listed as a direct peer. Broad incumbents are Renaissance Technologies, Two Sigma, Citadel, Point72 Asset Management, DE Shaw, Man Group (AHL) and Hudson River Trading. Emerging players are QuantConnect and Kaggle.
Does Numerai have an API?
Yes. Numerai provides an API that allows data scientists to submit predictions to the tournament. Developers can access the API by signing up for API keys. The platform also offers Codex - a CLI tool powered by Claude that can be installed via MCP (Model Context Protocol) for AI-assisted development workflows. Example scripts in Python and R are provided for building models and submitting predictions. Developer documentation is at docs.numer.ai.
What industry is Numerai in?
Numerai's product category is Quantitative Hedge Fund. Its primary akta.pro industry code is FSADAHAA, Active Crypto Asset Managers (Discretionary). Its NAICS code is 523 and its SIC code is 6200.