Governance & Audit
Full lineage tracking, model provenance, execution signatures, and compliance-friendly logs.
Decisions You Can Defend
In regulated industries, decisions must be explainable, reproducible, and auditable. Studio's governance system ensures every decision meets these requirements.
From initial data input to final approval, every step is tracked, signed, and available for review—whether that's tomorrow or years from now.
Enterprise-grade governance
Governance Capabilities
Comprehensive tools for audit, compliance, and accountability
Full Lineage Tracking
Every decision can be traced back through the complete chain of data inputs, transformations, and parameters.
Model Provenance
Track which models were used, their versions, training data, and performance characteristics.
Human-in-the-Loop Approvals
Configurable approval gates ensure humans review and sign off on critical decisions.
Execution Signatures
Cryptographic signatures verify who ran what workflow and when, preventing tampering.
Audit Logging
Comprehensive logs capture every action for regulatory review and internal auditing.
Compliance-Ready
Built-in support for regulatory requirements in pharmaceutical and life sciences.
Human-in-the-Loop Approval
AI augments decision-making, but humans always have the final say
Execution Complete
Workflow runs and produces preliminary results
Review Queue
Results enter the approval queue for designated reviewers
Human Review
Reviewers examine results, rationale, and risk flags
Approval/Rejection
Decision is approved, rejected, or sent back for revision
Final Report
Approved decisions generate finalized, signed reports
Built for Regulated Industries
Studio is designed with pharmaceutical and life sciences compliance requirements in mind. Our governance features align with industry regulations and best practices.
Note: MedChem Studio is designed for preclinical, in-silico, decision-support use cases. Human approval is always required for final decisions.
Compliance Features
- 21 CFR Part 11 alignment for electronic records
- Role-based access control (RBAC)
- Immutable audit trails
- Digital signatures for approvals
- Data integrity verification
- Secure data handling protocols
See Governance in Action
Request a demo to see how Studio's governance features support your compliance needs.