Human benefit first
Prioritize outcomes that improve lives, protect rights, and advance equitable access to opportunities.
Governance that travels with the work.
Our principles translate into operational guardrails, documentation, and monitoring from discovery to post-deployment.
Transparency & documentation
Maintain clear records of datasets, models, decisions, and deployment contexts to enable accountability.
Privacy & data stewardship
Respect consent, protect sensitive information, and steward data with clear provenance and retention policies.
Accountability & auditability
Assign accountable owners and enable independent review through audit trails and governance checkpoints.
Bias, safety, and misuse mitigation
Evaluate for disparate impact, safety risks, and potential misuse with mitigation plans prior to launch.
Post-deployment monitoring
Track performance, re-evaluate risks, and update guardrails throughout the life of the system.
Need a deeper dive into our governance playbooks, templates, and training?
Request a governance workshop