DUBSAR for Head of AI / AI Lead
Role · Head of AI / AI Lead
How can teams experiment without losing model, policy and evaluation traceability?
For the Head of AI / AI Lead, the immediate task is to turn a broad responsibility into visible routes, named owners and reviewable decisions. DUBSAR is designed as a shared control layer while business tools and accountable roles remain in place.
In 30 seconds
What Head of AI / AI Lead needs from AI governance.
- Question addressed
- How can teams experiment without losing model, policy and evaluation traceability?
- Next decision
- Select one connected perimeter and agree the decisions and evidence this role must see.
- Declared limit
- The current product is tested privately and should begin with one real flow. Unconnected use remains a declared limitation, not a controlled asset.
Current DUBSAR status
A progressive control plane, not an instant enterprise rollout
The current product is tested privately and should begin with one real flow. Unconnected use remains a declared limitation, not a controlled asset.
DUBSAR for Head of AI / AI Lead
The view this role needs
The AI lead needs room to compare models while preserving approved routes, reproducible context and an escalation path for sensitive use.
The Cockpit should connect model changes, policy versions, evaluations and human decisions instead of treating model quality as the only signal.
DUBSAR for Head of AI / AI Lead
Decisions that should be explicit
A useful governance policy turns these responsibilities into named, reviewable choices.
- Approved experiments and production routes
- Model change criteria
- Evaluation and rollback evidence
- Human oversight thresholds
DUBSAR for Head of AI / AI Lead
A credible first deployment
Use a bounded workflow with synthetic fixtures to compare an approved model change before exposing production data.
Keep the model identifier, route, policy and evaluation reference for every promoted version.
Frequently asked questions
What to know before going further.
Does DUBSAR replace the Head of AI / AI Lead?
No. DUBSAR is designed to apply policy and organise evidence; the responsible person retains authority and accountability.
What should the Head of AI / AI Lead expect from a first deployment?
A proven, connected perimeter with clear decisions and evidence. Other systems must remain labelled as discovered, unknown or out of scope.
Read next
Continue with another DUBSAR guide.
The portal remains in private testing. These guides explain what DUBSAR is proving — and what it does not yet claim.