Audit-Ready Dataset Provisioning for Frontier AI Research
The Challenge
In high-stakes medical and industrial AI, transitioning from internal research to external collaboration often runs into a severe regulatory bottleneck. Sharing massive clinical datasets typically relies on manual, high-friction methods—such as physical drives, unsecured FTP links, or brittle cloud permissions—that lack a verifiable audit trail. Without automated data governance, tracking Data Use Agreements (DUAs), verifying researcher credentials, and maintaining an egress log becomes an administrative burden that slows down scientific discovery and introduces compliance risks.
The Solution
To eliminate this operational friction, Theta Vision engineered the Cortex Dataset Provider as a core capability within Cortex. Instead of treating data governance as a manual post-mortem task, the system builds compliance directly into the data architecture from day one. It automates the entire lifecycle of data provisioning. From the initial access request and identity verification to secure, S3-backed delivery. This ensures that any dataset leaving our environment is permanently anchored to a clear lineage, license, and audit trail.
Automated Governance Pipeline
We maintain data integrity and regulatory readiness through an automated, multi-stage workflow:
Governance & Licensing
Request & Verification Portal: Automatically captures researcher credentials, institutional affiliations, and intended use cases, creating a secure gatekeeping layer for sensitive clinical assets.
Dynamic DUA Integration: Links dataset listings directly to Data Use Agreements and licenses (including automated commercial options), hard-coding legal compliance into the access workflow.
Version Control & Metadata: Every dataset is version-controlled and enriched with DOIs, author information, and scientific metadata, ensuring the full reproducibility required for clinical and peer-reviewed validation.
Identity-Linked Provisioning
Automated IAM Management: Upon approval, the system instantly provisions secure, time-bound credentials tied directly to the collaborator's identity, eliminating the security risks of shared logins.
High-Speed S3 Delivery: Streams datasets directly from our secure repositories, ensuring encrypted, high-throughput transit that eliminates the need for physical media or fragile cloud workarounds.
Verifiable Egress Logging: Every dataset transfer is logged to maintain an unbroken chain of custody, proving the exact data versions and slices delivered to collaborators for external validation.
Impact
The Cortex Dataset Provider turns data preparation and sharing from a compliance liability into an audit-ready asset. By automating data lineage and access controls, we maintain a state of Continuous Audit Readiness. This allows Theta Vision and our clinical partners to transition from raw research to audit-ready technical evidence 10x faster than traditional industry standards. Ultimately, we eliminate the "black box" of data sharing, ensuring that every research collaboration is backed by transparent, provable data provenance.