We typically design weekly or bi-weekly S&OP cycles with daily tactical adjustments for demand and supply exceptions — the right cadence depends on your product velocity and how volatile your demand signal actually is.

Clients typically see a 15-35% MAPE reduction within six months, driven primarily by disciplined exception management and model tuning rather than a single algorithm swap.

Yes — the simulation engine can test thousands of scenarios in minutes, and we configure disruption libraries specific to your network's known risk points, from single-source suppliers to port congestion corridors.

Through pre-built connectors with sync frequency ranging from hourly to daily and bidirectional updates; we tune the sync architecture to match your planning cadence so the model is never working from stale ERP data.

Most engagements reach ROI within roughly 18 months through inventory reduction, forecast accuracy gains, and working-capital optimization — we build a measurement framework at the start so this is tracked, not assumed.