ROI metrics that finance will actually believe

We pair operational metrics with finance-friendly views: loaded cost per ticket, hours returned to teams, and error rates on high-risk flows.

Forecasts are anchored to pilot data and confidence intervals—not slide-deck guesses. When assumptions change, the model updates with your actuals.

That discipline is how AI programs renew instead of stalling after the first launch.