Data Integrity

Secure ingestion with anonymization and cryptographic hashing. Every record is verifiable, licensed, and locked to its source.

Governed Training

Isolated workspaces with reproducible runs and attestations. Developers build on approved inputs, with full lineage by default.

Provenance Ledger

Immutable chain of custody for data and models. Signatures and timestamps make every transformation traceable end-to-end.

Model Marketplace

Verified, versioned models with transparent pricing and usage terms. Consumers buy confidence - complete with provenance proofs.

Policy Enforcement

Access, retention, and purpose binding enforced in-pipeline. Controls travel with the data - no side doors, no exceptions.

Audit & Compliance

Tamper-evident logs and exportable packs. Turn audits from firefights into routine, regulator-ready reporting.