AI Agents

Human-in-the-Loop AI Agents: Where Should Approval Sit?

The GoAI framework for autonomy, policy controls and human approval.

Published 2026-09-18 · GoAI Research & Insights

Direct answer

Put human approval at risk boundaries, not every step. Low-risk internal work can run autonomously, bounded system actions can use policy controls, and high-impact external or irreversible actions should require explicit approval.

Key takeaways

✓ Avoid approval fatigue.

✓ Risk rises with external impact and irreversibility.

✓ Policy controls bridge autonomy and manual review.

✓ Keep execution auditable.

GoAI Agent Approval Framework

Level 1 Autonomous: research, analysis, planning and drafting. Level 2 Policy Controlled: bounded CRM, API and data actions. Level 3 Human Approval: external communication, payments, contracts, account changes, wallet transactions and irreversible actions.

Approval at risk boundaries

Human review adds the most value where errors create external commitments, financial loss, customer impact or difficult rollback.

FAQ

Should every agent action require approval?

No. Approval should be proportional to consequence and reversibility.

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