Not every AI action needs approval. Low-risk read operations can run automatically; payments, contracts, salary documents and regulated filings need a human gate.
Design the gate around reversibility and monetary impact. A document can be generated automatically but released only after approval; a quote can be drafted but sent by a salesperson above a threshold.
What to do next
- Classify actions by reversibility and value
- Show the evidence, not just the answer
- Log approver, timestamp and model version
Want this implemented in your business?
We run a fixed-scope AI audit, choose the highest-return workflow and ship a production pilot. Arabic and English, UAE-compliant.
Book an AI audit