Framework: Human-in-the-Loop Review Design

Use this when an AI workflow is technically functional but nobody has decided what still needs to be checked by a human.

It is useful for support, sales, content, operations, and any system where “add a review step” is too vague to mean anything.

The framework works because it treats review as a design problem rather than a vague safety blanket.

The reversible-versus-irreversible distinction is especially useful. Not every step deserves the same level of scrutiny.

Add your own risk categories and approval thresholds based on the workflow.

If the workflow runs at volume, define exception-based review rules early so humans only inspect the outputs that actually justify the time.

This framework helps place review intelligently, but it does not remove the need for capable reviewers.

Bad review criteria create the illusion of control without much real protection.

Model-agnostic and tool-agnostic. The value sits in the workflow design, not in any one platform.