Home / Insights / Strategy
Strategy · DIA Insights

Measuring AI ROI without inventing numbers

Baseline first, then measure cycle time, cost per transaction and exception rate.

22 October 20263 min readBy the DIA team

AI ROI is usually claimed with a percentage and no baseline. Set the baseline before deployment: handling time, cost per transaction, volume, error rate and response time.

Measure after go-live with the same definitions, and report the cost of running the system — model usage, integration and human review — alongside the benefit.

What to do next

  • Agree the baseline with finance before build
  • Include human review and model cost
  • Report monthly, not once at the end

Want this implemented in your business?

We run a fixed-scope AI audit, choose the highest-return workflow and ship a production pilot. Arabic and English, UAE-compliant.

Book an AI audit