CrunchDAO

CrunchDAO is a permissionless collective intelligence network that transforms how organizations solve predictive machine learning problems. Rather than relying on a single internal team, the platform distributes forecasting challenges to a global community of over 10,000 ML engineers and 1,200+ PhDs spread across more than 100 countries, then aggregates their competing models into production-grade prediction feeds. Solana serves as the settlement layer for distributing USDC rewards on-chain, with weekly payouts claimable directly to participants' wallets. Founded in 2021 and developed by Crunch Lab as its core contributor, the project has raised $10 million in total funding, including a $5 million strategic round in October 2025 co-led by Galaxy Ventures and Road Capital, with participation from VanEck and Multicoin.

How It Works

Organizations — typically financial institutions, research labs, or enterprises with large-scale forecasting needs — submit prediction challenges alongside proprietary data. Crunch obfuscates or isolates that data inside Trusted Execution Environments (TEEs) so participants never gain access to raw information while still building against it. Thousands of data scientists called "crunchers" simultaneously design, train, and submit competing models. An automated scoring engine evaluates all submissions against held-out or live data, ranks them in real time on a leaderboard, and distributes USDC rewards based on measured predictive performance. Winning models can be aggregated into ensemble prediction feeds and deployed directly into the client's cloud infrastructure on AWS or Azure. The platform emphasizes speed: "production-ready models in weeks" rather than months of sequential internal development.

The platform has demonstrated measurable results for enterprise clients. A collaboration with ADIA Lab, the investment research arm of the Abu Dhabi Investment Authority, produced a 17% improvement in cross-sectional asset pricing accuracy. Work with the Broad Institute of MIT and Harvard yielded breakthroughs in cancer gene research using computer vision approaches. A global investment bank has taken the Mid+One crowdsourced pricing engine into live deployment for FX over-the-counter pricing.

Active Competitions

CrunchDAO runs two flagship continuous competitions open to the public.

DataCrunch is a weekly equity forecasting tournament targeting the Russell 3000 universe of approximately 3,000 US stocks. Participants submit cross-sectional predictions for four return horizons (7, 28, 63, and 91 days), each corresponding to a separate target. Scoring uses Spearman rank correlation against live market outcomes. Annual prize pools total over $110,000 USDC across targets, with the largest offering $60,000 USDC plus a $10,000 cumulative alpha bonus. The submission window runs Friday at 8 PM UTC through Tuesday at 12 PM UTC. Participants receive 10 hours of GPU and CPU compute time per week to build and test models.

Falcon (formerly Synth) is a probabilistic crypto and tokenized-asset forecasting tournament. Unlike DataCrunch, Falcon demands full probability density functions rather than point estimates: participants must generate 100 price paths per submission within 40 seconds, evaluated using Continuous Ranked Probability Score (CRPS). The covered universe includes BTC, ETH, SOL, XAUT (tokenized gold), and tokenized equities: AAPLX, NVDAX, TSLAX, GOOGLX, and SPYX. The initial prize pool is $30,000 USDC with potential to expand to $50,000 per month in mining rewards. Falcon rewards are distributed on Solana mainnet.

Beyond these flagship events, Crunch also runs limited-time competitions where clients purchase outright model ownership, rallies serving as pre-launch testing grounds, and code competitions requiring direct model file submissions.

Products and Infrastructure

CrunchDAO offers four product lines. Crunch Hub is the public competition platform, handling model intake, automated scoring, leaderboards, and blockchain-based prize distribution with embedded wallets and gas sponsorship so participants avoid manual on-chain management. Coordinator Nodes are institutional infrastructure products allowing organizations to run Crunches under custom rules with permissioned access, automated payouts, and integration with existing data pipelines, backed by on-chain audited contracts and multisig-compatible architecture. Mid+One Engine is an ultra-low-latency prediction system delivering results in under 60 microseconds with over 1 TB of daily throughput, designed for high-frequency trading and real-time financial applications. Crunch Engine is an open-source ML orchestration layer (BSL-licensed) deployed inside client cloud environments, combining TEEs and multi-party computation (MPC) to preserve model and data IP.

Solana Integration and On-Chain Architecture

Solana functions as CrunchDAO's settlement and coordination blockchain. In January 2025, Crunch was accepted into Cohort 2 of the Solana Incubator program in New York, gaining tailored support from the Solana Labs team to accelerate network development. CEO Jean Herelle cited Solana's speed and throughput as central to the platform's requirements: real-time leaderboards and high-frequency reward distribution demand low-latency finality that most blockchains cannot provide.

The Crunch Protocol — the on-chain layer underpinning the coordination network — is in active development on Solana. The architecture introduces two participant classes beyond individual crunchers. Coordinators are domain experts who design Crunches, structure data obfuscation, evaluate model outputs, and aggregate predictions into client-ready feeds; they are approved through seasonal DAO-run selection processes and earn on-chain rewards for running these services. Phase 1 deployed the core smart contracts including reward escrow, performance tracking, and payout settlement, which have been independently audited. Phase 3 onboards the first independent Coordinator institutions, and Phase 4 transitions governance fully to a combination of domain councils and token holders.

Governance Token

CrunchDAO has announced a native governance token called CRNCH. Participants earn CRNCH by competing on the platform, and the token grants voting rights over key protocol decisions including Coordinator approvals, emissions rates, and ecosystem grants. CRNCH staking mechanics are planned to allow stakers to signal trust in specific Coordinators and earn parallel token rewards alongside USDC competition payouts. The token is not yet fully distributed.

Security

CrunchDAO's Coordinator Program underwent an independent security audit conducted by Halborn from March 17-20, 2025, covering 29 files across the protocol's instruction set and state management layer. The audit found zero critical, zero high, and zero medium severity issues. One low-severity finding regarding missing direct reward claim functionality for crunchers was resolved, and eight informational findings were raised, of which seven were resolved and one acknowledged. Halborn reported that 100% of all reported findings were addressed. TEEs are used throughout the platform to ensure model privacy during evaluation, a key differentiator that lets participants protect intellectual property while still enabling verifiable on-chain scoring.

Background and Team

CrunchDAO was founded in 2021. CEO Jean Herelle leads Crunch Lab, the core contributor entity. Chief Scientific Officer Peter Cotton has been publicly quoted on the platform's research methodology. The project draws backing from institutional investors including ADIA Lab, Galaxy Ventures, Road Capital, VanEck, and Multicoin, with advisors including 2021 Nobel Prize laureate in economics Guido Imbens. The community has grown to more than 10,000 registered ML engineers and 1,200+ PhDs, making it one of the larger decentralized data science networks by verified participant credential count.