What is human-in-the-loop AI?

Definition

Human-in-the-loop AI combines automated work with deliberate human judgment. A person may supply missing context, review a draft, correct an error, or approve an action before the system continues.

The approach is especially useful when mistakes would have meaningful consequences or when the system cannot reliably determine an unknown value. Human review does not remove every risk, but it creates a clear opportunity to catch problems before completion.

ELI5

Human-in-the-loop AI keeps a person involved at the points where judgment or accountability matters. The AI can prepare information or suggest an action, but a person can review, correct, approve, or reject it.

For example, an AI system might organize insurance documents and flag missing information, while a trained employee makes the final claim decision. The human step is useful only if the reviewer sees enough evidence and has real authority to say no.

When is human review most important?

Review is particularly important for consequential, ambiguous, sensitive, or irreversible actions and whenever essential information is missing.

Does human-in-the-loop AI mean every small action needs approval?

No. Review points should match the consequences and uncertainty of the task rather than interrupting every routine step.

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Definition card for human-in-the-loop AI: What is human-in-the-loop AI?

Human-in-the-loop AI keeps a person involved in reviewing, correcting, approving, or guiding an AI system's work.