- Review queues
- Approvals
- Feedback loops
Human-in-the-Loop Systems
Review and approval flows for high-stakes AI decisions.
Review queues, approval gates, and feedback loops that keep a person in control where the cost of a wrong call is high — and feed every correction back into the model.
InsightFull autonomy is rarely the goal. The win is AI doing 95% and routing the 5% that needs a human to one.
- A current-state read: the constraints, data, and the decision this work should improve.
- The core build — Review queues, Approvals, Feedback loops — delivered to production quality.
- Evaluation, guardrails, and acceptance criteria agreed before launch — not after.
- Handoff: documentation, training, and the same team on support afterward.
Human-in-the-Loop Systems
Tell us what the first useful version of this should prove, and we'll shape the scope around it.