HITL Design Consultation — Where Human Oversight Adds Value

I will assess your AI system and deliver a written HITL design consultation covering which decisions require human oversight, the appropriate oversight mechanism for each (pre-approval, post-hoc review, or exception-based), the review interface design, and how to calibrate oversight intensity as AI reliability is demonstrated. HITL design is fundamentally about risk management — too much human oversight negates the efficiency benefit of AI automation, too little exposes the business to the risks of autonomous AI errors; the right calibration requires systematic analysis of each decision type's impact, reversibility, and AI reliability rather than a blanket oversight policy.

The report covers your AI decision inventory, risk classification per decision type, oversight mechanism recommendation for each risk tier, review interface design principles, and a progressive autonomy expansion plan.