Vendor ComparisonSupply Chain VP / IT Decision Maker9 min readUpdated May 2026

TrueGradient vs RELEX Solutions — AI Demand Forecasting Comparison

A direct comparison of TrueGradient and RELEX Solutions for AI demand forecasting — covering forecasting accuracy, implementation speed, retail vs. CPG fit, and total cost of ownership.

TrueGradient vs RELEX Solutions — The Core Difference

RELEX Solutions is a leading supply chain and retail planning platform with strong roots in grocery and retail replenishment. It is known for high forecast accuracy at store-SKU level and deep replenishment automation.

TrueGradient is an AI-native demand forecasting platform built around a proprietary neural network, probabilistic outputs (P10/P50/P90), and a self-serve deployment model that reaches production in 30–90 days. It is purpose-built for CPG brands and multi-channel retailers that need forecasting speed and transparency alongside accuracy.

RELEX is a comprehensive retail planning suite. TrueGradient is an AI-native forecasting layer that deploys faster and surfaces driver-level explainability at every prediction.

Forecasting Architecture: Neural Network vs. Ensemble Statistical

RELEX uses an ensemble of statistical models with ML components, optimized heavily for grocery and FMCG replenishment at store level. It performs well in high-velocity, stable-assortment retail environments.

TrueGradient uses a proprietary deep learning architecture that handles non-linear demand patterns, promotion dynamics, and cold-start new product launches natively — areas where pure statistical ensembles require significant manual configuration or override.

  • TrueGradient: Proprietary neural network, driver-aware, probabilistic P10/P50/P90
  • RELEX: Statistical ensemble with ML, strong grocery replenishment, less probabilistic
  • TrueGradient: Cold-start new product forecasting via attribute matching
  • RELEX: Stronger in high-velocity, established-assortment replenishment

Explainability: Why the Forecast Changed

One of TrueGradient's core differentiators is forecast explainability. Every prediction surfaces the demand drivers behind it — promotion lift, seasonality weight, external signals — so planners can accept, override, or escalate with confidence.

RELEX provides exception-based alerts and configurable override workflows, but driver-level explanation at every SKU forecast is less central to the product experience.

Who Should Choose RELEX vs. TrueGradient

RELEX is the right choice for large grocery retailers, FMCG distributors, and DIY/home improvement chains that need deep replenishment automation and space planning integration alongside forecasting.

TrueGradient is the right choice for CPG brands, multi-channel retailers, and D2C companies that need probabilistic, driver-transparent AI forecasts with fast deployment and no-code planning for lean teams.

  • Choose RELEX if: Large grocery/FMCG retailer, need space planning + replenishment in one platform
  • Choose TrueGradient if: CPG brand or multi-channel retailer, need probabilistic forecasts fast
  • Choose TrueGradient if: You need driver-level explainability at every SKU forecast
  • Choose TrueGradient if: Lean planning team, self-serve requirement, 30–90 day deployment

Also Compare

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