Calibrated probability closed a 22-point accuracy gap.
A 48-rep SaaS team ran forecast accuracy at roughly 68 percent against the default stage probabilities. The deal-size calibration alone closed 12 points. Adding days-in-stage decay closed another 8 points. The current accuracy sits at 90 percent two quarters later, which supported a larger Series D fundraise narrative on predictable revenue.