I Audited an Award-Winning AI Project. The Case Study Left Out the Cloud Bill
CIO.com, Thursday, October 8th, 2026
An award-winning AI document workflow cost $12-$14 per file versus 80 cents for the manual process it replaced.
An auditor reviewed an award-winning document workflow that cut vendor onboarding turnaround by 90%, after finance noticed operating costs rising each cycle despite flat volume.
Tracing spend to the ledger showed manual review cost about 80 cents per document, while the automated pipeline ran $12 to $14 for the same file, even though the system was stable and dashboards stayed green.
Unit economics were never measured after the pilot, and the lesson is to track post-production unit economics, not just headline speed metrics.