From historical data to accurate predictions

Our machine-learning forecasting models learn from sales history, seasonality and market signals to predict what you will actually need — reducing stockouts and overstock at the same time. AI demand forecasting is not a dashboard add-on for us: it is a production discipline we have shipped into live retail, distribution and manufacturing operations.

Automated reorder recommendations, demand prediction and cycle-time analysis typically improve operational efficiency by 20–35%, freeing working capital and cutting carrying cost.

What we deliver

  • Demand prediction models — gradient boosting and deep-learning ensembles trained on your sales history, promotions, pricing and seasonality; per-SKU, per-location forecasts with confidence intervals.
  • Inventory optimization — reorder points and safety-stock levels computed from forecast uncertainty and supplier lead times, not gut feeling.
  • Automated replenishment recommendations — daily buy lists your purchasing team can approve in one screen, with the reasoning visible.
  • Product cycle-time analysis — slow movers, dead stock and cannibalization surfaced before they consume cash.
  • Forecast accuracy monitoring — MAPE/bias tracking per category, with automatic alerts when a model drifts.

How we work

We start with a data audit: which signals exist, how clean they are, what forecast granularity your operation can actually act on. A 6–8 week pilot proves accuracy against your real history before anything touches production. The models then run inside your operation — integrated with your ERP and purchasing workflow — not in a separate tool nobody opens.

Why Circuitte

Circuitte is the AI practice of Verisay Software Technologies, with 22 years of enterprise software behind it. Our forecasting engines run inside live operational platforms that handle ordering, warehousing and finance end-to-end — so we know what it takes for a prediction to survive contact with a real warehouse, a real supplier and a real month-end close.

If inventory cost or stockouts are a recurring board topic, a short working session with your data is the fastest way to see what is achievable. Book a meeting — we will map the opportunity on your own numbers.