Checkbox reviews do not scale
A thumbs-up on an AI draft tells you almost nothing later. Structured decisions capture what happened: approved as-is, rejected with cause, edited in place, or sent back to the agent with actionable feedback.
Each outcome triggers the next step in the workflow — finalize, block, revise, or iterate — so agents and humans stay aligned.
Feedback that agents can use
Returning work with specific comments turns review into a training loop. Agents get constraints and corrections in context instead of an opaque failure signal.
Connects to audit and delivery gates
Decision type and reasoning feed the audit ledger and inform whether an output may pass the verified approval gate. The framework is the glue between generation, judgment, and release.