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AI review capacity calculator

Size the staff review workload for an AI workflow. Enter measured task volume and review time from your pilot. All starting values are zero; they are not industry benchmarks.

Percent from your pilot or planned policy. Enter 100 if every item needs review.

How we calculated this

Review items = volume × review percentage / 100. Review hours = review items × minutes per item / 60. Capacity = reviewers × available hours. Gap cannot fall below zero.

This is workload arithmetic. It does not decide which tasks need review or prove safety. Use measured inputs and include corrections, escalation and absence in your staffing plan.

Context: NIST AI Risk Management Framework, https://www.nist.gov/itl/ai-risk-management-framework ; fetched 2026-10-29. The source supports ongoing risk review, not these staffing assumptions.

Method checked on 2026-10-29.

A planning aid. Confirm staffing and human oversight requirements with the process owner. This does not size model infrastructure or guarantee safe operation.

Questions

Is this a quote?
No. Confirm scope, rates and operating assumptions with the supplier.

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