
The Problem: Your quant team is limited by headcount, budget, and recruitment timelines. Hiring senior talent takes months. Outsourcing means risking your IP.
The Solution: Crunch runs encrypted ML competitions on your prediction problems. Thousands of global ML engineers and PhDs compete to build superior models. You get breakthrough alpha. They never see your raw data.
Seamless path from competition to deployment with enterprise-grade infrastructure
10,000+ ML engineers and 1,200+ PhDs specializing in ML and quantitative finance competing to solve your hardest problems
Competitions designed by leading researchers from Stanford, Cornell, and Abu Dhabi Investment Authority Lab
Access models through simple APIs. Deploy like any data provider. Works with your existing infrastructure
TEE-based privacy, models run encrypted, deploy in your cloud or on-premise with full data control
Sub-60 microsecond predictions for high-frequency trading and real-time alpha generation
Prof. Marcos Lopez de Prado
Prof. Guido Imbens

Crowdsourcing has a very important role to play in investing. Firms turn investing problems into forecasting problems, then outsource to global researchers.
Prof. Marcos Lopez de Prado
Global Head of Quantitative R&D at ADIA
The research lab of the third-largest sovereign wealth fund uses Crunch to expand the scope of its internal research

Set up your ML quant challenge on Crunch Hub and open to global talent.
Run from 6-month to never closing competitions on Crunch. Collect diverse solutions from elite researchers while Crunch handles the compute and GPUs hassles.
From day one of your Crunch competition, Crunch is orchestrating all the participants models behind a simple API.
Organizers can use Python to infer, retrain and test any model at any time. They can also deploy model containers in the cloud or on-premises to easily access the models.
Winners are always identified on out-of-sample or live data hold out . Sometime on a period as long as 6 months of live data such as for the ADIA Lab Market Prediction Competition . Crunch handles the payment of the reward, including complete KYC of all winners.
Deploy the model selected to production with institutional proof and ultra-low-latency infrastructure.