Core principles
Security without production risk — with clear outputs.
Anonymization by design
Focus on structure and relationships while minimizing sensitive content.
On‑prem / isolated options
From PoC to enterprise: operate within your IT rules and security zones.
Audit-ready outputs
Versioned outputs and bundles simplify reviews, evidence, and handovers.
Governance checklist
Short and practical — a starting point for your process.
- approve scope & data sources
- define anonymization rules
- storage, access and ownership
- versioning & traceability
- retention / deletion policy
Compliance with low friction
Outputs teams can use — and governance can accept.