How automation is configured
Full autopilot
Evaluate and publish scores automatically, with limits and spot-check sampling.
Partial automation
AI evaluates, a reviewer confirms or overrides before results are final.
Human-in-the-loop
AI drafts the evaluation and evidence; the reviewer decides every score.
Per-queue control
Different automation levels for different teams, channels, or risk levels.
What automated QA replaces
Random sampling
Full coverage removes the blind spots sampling leaves behind.
Reviewer drift
The same criteria are applied identically every time.
Review backlogs
Evaluations complete in seconds instead of accumulating.
Manual reporting
Scores, trends, and breakdowns are available as soon as evaluations run.