On the factory floor, "experience" often beats the forecast — until the forecast is built from the right signals.

Beyond the gut

Zone- and line-level models trained on real operating data consistently outperform manual planning, especially around demand spikes and process drift.

In production

The win isn't a better number in a report — it's fewer stockouts and less scrap, because the forecast is wired into how the plant actually runs.