Governed data. Privacy-safe datasets. Continuous evaluation and audit delivered as a platform with implementation support.
Platform + implementation support for regulated AI deployments.
Govern AI systems end-to-end: data products, privacy-safe datasets, evaluation, monitoring, and audit evidence.
We integrate into your environment, configure workflows, validate deployments, and support adoption across teams and programs.
Domain-aligned pods for data engineering, AI/ML, MLOps, governance, and regulated program execution.
Three Modules. One Trusted Infrastructure Layer.
Governed AI coordination engine orchestrating people, data, and processes across regulated workflows.
Standardizes sensitive data into governed, auditable data products with controlled access, lineage, and enterprise-grade governance
Enables compliant reuse of sensitive data across teams, workflows, and programs
Privacy-preserving dataset generation for regulated AI development - without PHI exposure.
Generates privacy-safe synthetic and augmented datasets for regulated development and testing — without PHI exposure
Expands data availability for analytics and model development without exposing PHI
Continuous evaluation, monitoring, and audit reporting for AI systems operating on sensitive data in production.
Delivers continuous evaluation, monitoring, traceability, and audit-ready reporting for AI systems in production
Keeps production AI measurable, traceable, and compliant over time.
Outdefine supports multiple regulated AI workflows across healthcare, life sciences, and public sector programs.
Eligibility workflows, oversight, and audit trails for regulated clinical and research programs.
Evaluation, monitoring, traceability, and audit reporting for AI systems operating on sensitive data.
Data modernization and privacy-safe analytics foundations for large-scale regulated programs.
We deploy alongside enterprise and government teams to deliver repeatable regulated AI deployments — from data integration to operational readiness. Our delivery model is built for regulated environments where trust, traceability, and governance are required.
Integration, validation, and adoption support
Reusable deployment patterns across workflows
Partner-enabled delivery for broader rollout coverage
Compliance by Design
Outdefine is HIPAA-aligned and designed for FDA GxP, SOC 2, and IRB-governed environments — ensuring every dataset, model, and workflow is governed, traceable, and explainable.
Secure data exchange with lineage and control.
Secure data exchange with lineage and control.
Privacy-safe data for research and AI.
Privacy-safe data for research and AI.
Explainable workflows with human oversight.
Explainable workflows with human oversight.
Workflows are fully traceable.
Every dataset is auditable.
Every decision is explainable.
Industry Leaders
Deployed in healthcare, life sciences, and public sector modernization programs.
Governed workflows that reduce administrative burden and enable auditable AI operations across clinical teams.
Privacy-safe datasets and governed analytics enable faster research operations and secure collaboration.
Trusted, auditable infrastructure for modernization programs and regulated analytics without compromising sensitive data
Talk to our team about platform deployment, implementation support, or specialized delivery pods