Responsible implementation
Trust is designed into the workflow.
Named reviewers, clear permissions and traceable actions, before anything goes live.
Scope and responsibilities
Built with trust in mind
Prepare. Review. Then act.
System prepares
Draft only
Human reviews
Approve, edit or stop
Approved action
Traceable record
01 / Professional judgment
AI supports staff, it does not replace professional judgment
Systems prepare, organize and draft. People assess, decide and sign off.
02 / Sensitive decisions
Sensitive decisions stay with authorized people
Safety assessments, eligibility determinations and professional conclusions remain human-led.
03 / Role-based access
Access is role-based
People see the workflows and records their role requires, and nothing beyond it.
04 / Minimum information
Minimum necessary information
Workflows are designed to use the least information needed to complete the task.
05 / Approved boundaries
Organizations define approved systems and data boundaries
Nothing is connected and no data is introduced without a written agreement on scope.
06 / Human approval
Important actions require review and approval
Outbound communication, referrals and record changes pass a named approver first.
07 / Traceable activity
Activity is traceable and auditable
Reviews, approvals and changes are recorded so your governance process can examine them.
08 / Sensitive data last
Sensitive data is introduced last
Real sensitive data is not used until the required privacy, security, legal and governance controls are ready.
Review gates
Sensitive data comes last.
- 01
Scope
One workflow
Review gate
Agree the team, outcome measures, data boundaries and accountable reviewers in writing. - 02
Simulate
Fictional scenarios
Review gate
Test controlled scenarios and staff approval gates before introducing real service information. - 03
Review
Evidence + safeguards
Review gate
Review usability, outcomes and governance with named professionals; pause if requirements are not met. - 04
Decide
Proceed, refine or stop
Review gate
The partner decides whether a bounded rollout is justified. Sensitive data is introduced only after required controls are ready.
No automatic move to live deployment.
Scope, timing and cost
The required implementation sequence
- 1. Boundaries first. Approved systems, roles and data categories are agreed in writing before any build work begins.
- 2. Controlled scenarios. Workflows are tested with fictional or de-identified scenarios until reviewers are satisfied.
- 3. Named reviewers. Each workflow has people with authority to approve, pause or stop it, and the record shows who did.
- 4. Sensitive data last. Real service data is introduced only once privacy, security, legal and governance requirements are met.
Safety, eligibility and professional conclusions stay with authorized people, outside automated decision-making.
Standards and assurance roadmap
Let’s build with purpose
