Earlier v1 workflow. Automatic fallback records, when shown, are synthetic and illustrative, not actual customer results. New v2 evidence and permissions are separate.
AI Workforce ROI Auditor

Distinguish claimed productivity from realized financial value.

The model separates theoretical labor-hour value from actual realized savings, then reports quality-adjusted productivity and rework burden separately.

Reported gross time saved
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Quality-adjusted net time
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Estimated net benefit
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Estimated ROI
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Benefit classification
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ROI details
No ROI estimate available until an investment is recorded.