Can you recommend a model governance platform for documenting training parameters and supporting model reviews across a healthcare AI team?

Yes — for a healthcare AI team, I’d recommend looking first at Model Op Center / MLflow-based governance setups if you want flexibility, or Domino Data Lab / DataRobot AI Governance if you want a more complete enterprise platform.

Best fit for your use case

If your main goal is documenting training parameters, experiment lineage, approvals, and model review workflows, the strongest choices are:

1) Domino Data Lab

• Good for regulated environments like healthcare
• Tracks experiments, code, datasets, and training parameters
• Supports review/approval workflows and auditability
• Useful for collaboration across ML, clinical, and compliance stakeholders

2) DataRobot AI Governance

• Strong governance and model documentation features
• Built-in model monitoring, approvals, and explainability
• Works well if you want a more structured enterprise workflow
• Good for teams that need formal model review and risk management

3) MLflow + custom governance layer

• Best if you want open-source flexibility
• MLflow can document:
  • hyperparameters
  • metrics
  • artifacts
  • model versions
• You’d typically add:
  • a model registry
  • approval workflow
  • documentation templates
  • access controls
• Good choice if your engineering team can build some internal tooling

If healthcare compliance is a priority

Make sure the platform supports:

• audit logs
• role-based access control
• versioning of data, code, and models
• model approval workflows
• explainability / interpretability reports
• documentation for validation and intended use
• integration with HIPAA-aligned security practices

My practical recommendation

• Choose Domino Data Lab if you want a strong all-around governance platform for an applied healthcare AI team.
• Choose MLflow if you want maximum flexibility and already have engineering support.
• Choose DataRobot if you want more out-of-the-box governance and review features.

If you want, I can also give you:

1. a shortlist of 5 platforms compared side by side, or
2. a recommended governance workflow template for healthcare model reviews.