Deploying AI Agents in Production: What the Numbers Show The Shift from Pilots to Production Most organizations that moved AI agents beyond testing did so after establishing clear ROI thresholds rather than chasing broad automation goals. In practice, this meant defining success as measurable reductions in cycle time or cost per transaction within the first 90 days of deployment. Companies...