AI Demand Forecasting Software for CPG, Retail, and Consumer Brands
TrueGradient generates probabilistic SKU × store × channel forecasts powered by a proprietary neural network — built for the real-world complexity of modern consumer goods supply chains.
Demand isn't static. It's shaped daily by promotions, pricing, seasonality, new product launches, and shifting consumer behavior. TrueGradient's AI demand forecasting platform captures these non-linear signals at the granularity your planners actually decide on — replacing brittle statistical models and spreadsheet overrides with a single forecast you can trust. Teams that replace spreadsheet demand planning with AI see results in 30–90 days.
Trusted by leading CPG, retail and consumer brands
Forecasts That Learn from the Past and Respond to What's Coming Next
Traditional demand forecasting looks backward — averaging historical sales and projecting linear trends forward. That breaks the moment a promotion lands, a competitor cuts price, or a new SKU enters the assortment. TrueGradient ingests deep historical demand patterns and continuously incorporates forward-looking signals, so the AI demand planning software forecast adapts before the variance shows up in your service levels.
A Neural Network Architecture Built for Non-Linear Demand
TrueGradient is powered by a proprietary neural network architecture designed to capture the complex, non-linear relationships and long-range dependencies that legacy statistical models systematically miss. The model handles hundreds of demand drivers simultaneously, learns which drivers matter for which SKU clusters, and reweights them as patterns shift.
Every forecast is probabilistic — the platform outputs not just a point prediction, but a full distribution (P10 / P50 / P90), so your planners can size safety stock, capacity, and commercial commitments against an actual risk profile rather than a single number that's wrong in one direction or another.
Deep learning
Captures non-linear interactions and long-range dependencies across thousands of SKUs simultaneously.
Driver-aware modeling
Promotions, price, weather, and events enter the model as features, not afterthoughts.
Probabilistic outputs
P10 / P50 / P90 forecasts let teams plan against uncertainty, not averages.
Forecasts at the Granularity Where Decisions Actually Get Made
Most planning platforms forecast at regional or weekly aggregates and force teams to disaggregate downstream — losing accuracy at exactly the level where replenishment, allocation, and production decisions are made. TrueGradient generates forecasts directly at the operating grain.
The same model that produces aggregate plan-level numbers produces store-day and account-week numbers. There is no separate disaggregation step that introduces error, and no second tool to maintain. Planning, replenishment, and allocation teams all consume the same forecast at the granularity they need. Connect it directly to replenishment and allocation workflows without a translation layer.
The Business Impact of Accurate AI Demand Forecasting
Better forecasts compound through every downstream decision — from end-to-end inventory optimization to service level commitments. With TrueGradient, consumer brands and retailers consistently see:
8–15% lift in forecast accuracy
15–30% reduction in working capital
2–4% expansion in gross margin
Days, not quarters to first production forecast — typical TrueGradient deployment in 30–90 days vs. 12–18 months for legacy APS platforms
Every percentage point of forecast accuracy at the SKU × store × week level translates directly into working capital released, service levels protected, and markdown exposure avoided. See how to grow revenue and margin by optimizing your supply chain and what the first 90 days of planning with TrueGradient look like.
“What stands out about TrueGradient is the depth and maturity of their predictive demand modeling. The platform allows us to explore more advanced approaches while staying grounded in explainable, decision-ready insights. It feels purpose-built for where demand forecasting is going, not where it's been.”
Connect Demand Forecasting to the Rest of Your Planning Stack
Get clarity before your next
planning cycle
Turn complex demand signals into clear, confident decisions — without adding more tools or manual work. See your accuracy lift on your own SKUs before you commit to anything.
For Shopify Brands
Optimize inventory, prevent stockouts, and boost profits.
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TrueGradient is a no-code self-serve AI product for supply chain optimization founded in 2023.
