Start directional
The goal is to understand whether the workflow is worth deeper discovery, not to produce a guaranteed forecast.
Use a simple workflow model to estimate annual hours saved, dollar value range, and adoption-adjusted upside from AI augmentation or automation.
Estimate the baseline effort, then model how much of that work AI could realistically reduce or redirect.
The goal is to understand whether the workflow is worth deeper discovery, not to produce a guaranteed forecast.
Track current cycle time, quality, and effort before launching a pilot so value can be measured clearly.
ROI depends on people actually using the workflow, trusting it, and knowing when to review or escalate.