AI Model Training Data Privacy Marketplace

Build a marketplace where data is transacted, not transferred. We implement Zero-Knowledge Proofs (ZKPs) and Fully Homomorphic Encryption (FHE) to enable verifiable computation on encrypted datasets, ensuring raw data never leaves the owner's vault.

Immutable audit trail for every dataset. We develop smart contracts (ERC-721/1155) to tokenize data assets, manage complex usage rights, automate royalty payments, and provide verifiable lineage from source to model.

Secure, scalable execution for AI training jobs. We architect systems that dispatch encrypted data to trusted execution environments (TEEs) or federated learning nodes, coordinating compute and verifying results on-chain.

Enterprise-grade governance for regulated data. We implement role-based access controls (RBAC), geofencing, GDPR/CCPA compliance tools, and KYC/AML integration directly into the marketplace logic.

Enable efficient search across encrypted metadata. We build scalable indexing layers (using The Graph or custom subgraphs) and query engines that allow buyers to discover datasets by schema, quality score, and usage history without exposing sensitive information.

Align incentives and ensure data quality. We design and deploy staking mechanisms for data providers and validators, coupled with a Sybil-resistant reputation protocol to surface high-quality datasets and penalize bad actors.

Sell training data for AI/ML models while maintaining zero-knowledge privacy. Our confidential computing enclaves and on-chain access controls ensure raw data never leaves your secure environment, enabling new revenue streams from previously unusable assets.

Procure premium, niche training data with verifiable provenance and quality attestations. Smart contracts automate licensing and payment, reducing procurement time and ensuring you get the exact data specifications required for model training.

Eliminate intermediary fees and inefficient manual processes. Our peer-to-peer marketplace and automated smart contract settlements cut out traditional data broker margins, passing significant savings directly to data consumers.

Dramatically reduce the time spent sourcing and vetting training data. With instant access to a curated marketplace and standardized data schemas, your data science teams can focus on model iteration, not data procurement.

Built-in compliance for GDPR, CCPA, and industry-specific data regulations. Every data transaction is immutably logged with consent records and usage terms, providing a clear audit trail for regulators and internal governance.

Automate pricing, licensing, payments, and delivery with customizable smart contract logic. Scale your data marketplace operations without proportional increases in administrative overhead or support costs.