A human approves, AI proposes: the right governance model
AI prepares the record. A human decides. This is the model that holds up in audits, in legal matters and in production.
By DocPilot team1 min read
Governance for document AI often boils down to one sentence: AI proposes, a human approves. Everything else (scores, workflows, audit) exists to make that sentence work in practice.
Why this model
- Models make mistakes — especially on ambiguous amounts and dates
- Legal or financial commitments must remain human
- Audits require an identifiable decision-maker
- Team confidence grows when oversight is visible
Putting it into practice
- DocpilotAI proposes type + fields
- The confidence score is displayed
- A human confirms the critical fields
- The approval workflow starts
- Every step is logged
Frequently asked questions
- Who is responsible for the decision?
- The human approver designated by the workflow — never the model. AI only appears as traced assistance.
- Does everything need to be reviewed 100%?
- No. Focus on critical fields and low scores. Everything else can move faster once the flow has stabilised.
- How can this be proven in an audit?
- An activity log: who confirmed what, when, and on which version. DocPilot keeps this audit trail.
Keep human approval in DocPilot
Assisted extraction + approval workflows + audit log — with no blind signing.
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