Industries
One engine, four industry presets
Xovity Forecast ships with industry-specific terminology, demand-pattern priors, and scenario templates — so the system speaks your domain on day one.
Pharma
Cold-chain demand planning where stockouts have clinical consequences.
Challenges
- • Promotional pull-through, tender wins, and seasonal respiratory cycles overlap
- • Cold-chain inventory carries punitive holding cost
- • Regulatory shelf-life limits over-ordering as a safety strategy
How Xovity Intelligence helps
- • SARIMA and Holt-Winters capture respiratory and allergy seasonality per SKU
- • Drift detector flags tender losses and formulary changes within one cycle
- • Scenario engine models launch ramps, supplier disruption, and channel switching
Retail & FMCG
SKU-store level forecasts that respect promotion cannibalisation.
Challenges
- • Tens of thousands of SKU × store combinations refreshed weekly
- • Promotional uplift and price elasticity warp baseline demand
- • New-product introductions with little or no history
How Xovity Intelligence helps
- • Ensemble Top-3 dampens idiosyncratic store-level noise
- • Promotion overlays separate baseline demand from uplift, preventing double-counting
- • Like-item assignment seeds forecasts for new SKUs from analogue history
Manufacturing
Capacity-aware planning that ties forecast to production reality.
Challenges
- • Long lead-time components must be ordered against an uncertain forecast
- • Bill-of-materials explosion multiplies forecast error downstream
- • Capacity constraints make over-forecasting as costly as under-forecasting
How Xovity Intelligence helps
- • P10/P50/P90 bands feed inventory policy at the correct service level per component
- • S&OP workflow brings Supply and Finance into the planning loop before commitment
- • What-if scenarios test capacity ramp, supplier dual-sourcing, and tariff shocks
Energy
Load and consumption forecasting for distribution and retail energy.
Challenges
- • Weather-driven volatility on top of seasonal and tariff patterns
- • Distributed generation and storage shift net-demand profiles
- • Regulatory reporting demands defensible, reproducible forecasts
How Xovity Intelligence helps
- • SARIMA and exponential smoothing capture intraday and seasonal cycles
- • External regressors fold weather and tariff signals into the baseline
- • Audit trail and versioning satisfy regulator-grade reproducibility