Traceability, accountability, and reliability built into every layer.
The governance layer is an architectural fundamental rather than an isolated module operating continuously across all five platform layers. Every operation interacting with a dataset is automatically logged, cryptographically attributed, and indexed for instant retrieval. This produces an uninterrupted, machine-generated audit trail capturing the complete data lifecycle from transformation and cleaning to labelling, verification, versioning, export, and active remediation, eliminating manual compliance overhead entirely.
As enterprise AI faces increasing regulatory scrutiny, organizations must address a critical imperative "How was this model trained, and can you prove it?" Concave AI guarantees that the evidence is continuously available, verified, and generated without human intervention.
Every dataset records its origin — storage backend, file, query, or upload — and that provenance persists through every operation into the final lineage report.
Every transformation, labeling decision, review, and export is logged and cryptographically sealed — SHA-256 hash-chained every five minutes, so tampering with the history isn’t just against policy, it’s mathematically detectable.
Every version auto-generates a structured lineage document — identity, provenance, transformations, and risk — included with every export.
Every frozen version is SHA-256 hash-verified across data, labels, and metadata — cryptographic proof the export matches what was approved.
Datasets must clear configurable thresholds — detected PII, freeze status, lineage completeness, quality score — before export. Some gates block outright with no override; others warn and require an explicit, audited override. Nothing leaves silently.
Exporting a dataset classified “restricted” requires sign-off from a different admin than whoever requested it, enforced on the server. No single person can move your most sensitive data out alone.
Every version can generate a real Datasheet for Datasets and an EU AI Act Article 10 evidence pack — provenance, license, consent, and bias examination — assembled automatically, downloadable as a real PDF. Includes a GDPR erasure receipt, cryptographically hashed, for every row removed on request.
Datasets warn before their retention window closes, auto-archive on expiry, and stay recoverable for 30 days before permanent deletion — no manual cleanup, nothing disappears without warning.