Human-in-the-loop AI

Use AI to prepare work without handing over accountability. Kenzai defines which actions can run automatically, which require review, and which must always remain a human decision.

Confidence, business risk, and reversibility determine the control point. People receive the context they need to approve, correct, or reject the prepared action.

What it delivers

• Explicit approval and escalation rules
• Review interfaces with the supporting context
• Audit history for important decisions and changes
• Safe fallback behavior when confidence is low

Where it fits

Use it for financial, supplier, customer, compliance, and workforce processes where AI can reduce preparation time but a person must remain responsible for the result.