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Consumer Retail

Top 10 Best Retail Demand Forecasting Software of 2026

Discover top 10 retail demand forecasting software. Optimize inventory, boost sales. Compare & find the best fit for your business today.

Alexander Schmidt

Alexander Schmidt

Feb 11, 2026

10 tools comparedExpert reviewed
Independent evaluation · Unbiased commentary · Updated regularly
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In dynamic retail environments, precise demand forecasting directly impacts inventory efficiency, supply chain resilience, and customer satisfaction—and choosing the right tool is key to unlocking these outcomes. From AI-powered platforms to integrated planning solutions, the options listed here cater to diverse retail needs, ensuring businesses can adapt to market shifts with confidence while maintaining cost-effectiveness.

Quick Overview

  1. 1#1: Blue Yonder - AI-powered demand forecasting and sensing platform that optimizes retail inventory and supply chain through cognitive analytics.
  2. 2#2: RELEX Solutions - Unified retail planning solution with machine learning-driven demand forecasting for accurate store-level predictions.
  3. 3#3: Oracle Retail - Cloud-based demand forecasting engine tailored for retail merchandising and assortment optimization.
  4. 4#4: SAP Integrated Business Planning - Integrated platform offering statistical and ML-based demand forecasting for collaborative retail planning.
  5. 5#5: o9 Solutions - AI-driven digital planning platform with advanced demand sensing for end-to-end retail supply chain decisions.
  6. 6#6: ToolsGroup SO99+ - Probabilistic demand forecasting software that delivers unbiased accuracy for retail inventory management.
  7. 7#7: SAS Demand-Driven Forecasting - Analytics platform using AI and deep learning for precise retail demand forecasting and lifecycle management.
  8. 8#8: Anaplan - Connected planning solution enabling scenario-based demand forecasting for retail agility.
  9. 9#9: Logility - Cloud demand planning application with AI-driven multi-dimensional forecasting for retail supply chains.
  10. 10#10: Kinaxis RapidResponse - Concurrent planning platform providing real-time demand forecasting for responsive retail operations.

Tools were selected based on advanced capabilities (including ML and demand sensing), proven accuracy, user experience, and overall value, balancing technical sophistication with practical usability for modern retail operations.

Comparison Table

Retail demand forecasting software is essential for aligning inventory with customer demand, streamlining operations, and enhancing profitability in competitive markets. This comparison table highlights top tools such as Blue Yonder, RELEX Solutions, Oracle Retail, SAP Integrated Business Planning, o9 Solutions, and more, equipping readers to evaluate features, scalability, and fit for their retail needs.

AI-powered demand forecasting and sensing platform that optimizes retail inventory and supply chain through cognitive analytics.

Features
9.9/10
Ease
8.4/10
Value
9.2/10

Unified retail planning solution with machine learning-driven demand forecasting for accurate store-level predictions.

Features
9.6/10
Ease
8.4/10
Value
8.9/10

Cloud-based demand forecasting engine tailored for retail merchandising and assortment optimization.

Features
9.3/10
Ease
7.4/10
Value
8.1/10

Integrated platform offering statistical and ML-based demand forecasting for collaborative retail planning.

Features
9.2/10
Ease
6.8/10
Value
7.6/10

AI-driven digital planning platform with advanced demand sensing for end-to-end retail supply chain decisions.

Features
9.3/10
Ease
7.4/10
Value
8.1/10

Probabilistic demand forecasting software that delivers unbiased accuracy for retail inventory management.

Features
9.2/10
Ease
7.8/10
Value
8.4/10

Analytics platform using AI and deep learning for precise retail demand forecasting and lifecycle management.

Features
9.1/10
Ease
6.4/10
Value
7.6/10
8Anaplan logo8.4/10

Connected planning solution enabling scenario-based demand forecasting for retail agility.

Features
9.2/10
Ease
6.8/10
Value
7.6/10
9Logility logo8.1/10

Cloud demand planning application with AI-driven multi-dimensional forecasting for retail supply chains.

Features
8.7/10
Ease
7.4/10
Value
7.8/10

Concurrent planning platform providing real-time demand forecasting for responsive retail operations.

Features
9.1/10
Ease
6.8/10
Value
7.4/10
1
Blue Yonder logo

Blue Yonder

enterprise

AI-powered demand forecasting and sensing platform that optimizes retail inventory and supply chain through cognitive analytics.

Overall Rating9.7/10
Features
9.9/10
Ease of Use
8.4/10
Value
9.2/10
Standout Feature

Cognitive Demand Planning with real-time demand sensing that automatically incorporates micro-trends and external signals for superior accuracy

Blue Yonder's Demand Forecasting solution, part of its Luminate Platform, uses advanced AI, machine learning, and cognitive computing to deliver highly accurate demand predictions tailored for retail environments. It processes vast datasets including sales history, promotions, seasonality, and external factors to generate granular forecasts across product hierarchies and store clusters. This enables retailers to optimize inventory, minimize waste, and improve replenishment efficiency at scale.

Pros

  • Exceptional forecast accuracy with AI-driven anomaly detection and multi-echelon planning
  • Robust handling of retail complexities like promotions, cannibalization, and halo effects
  • Seamless cloud-native integrations with ERP, POS, and e-commerce systems

Cons

  • High implementation complexity requiring expert configuration
  • Premium enterprise pricing not suitable for small retailers
  • Steep learning curve for non-technical users

Best For

Enterprise-level retailers with complex, high-volume operations needing precise, scalable demand forecasting to drive profitability.

Pricing

Custom enterprise pricing based on modules, users, and scale; typically starts at $500K+ annually for mid-sized deployments—contact sales for quotes.

Visit Blue Yonderblueyonder.com
2
RELEX Solutions logo

RELEX Solutions

enterprise

Unified retail planning solution with machine learning-driven demand forecasting for accurate store-level predictions.

Overall Rating9.2/10
Features
9.6/10
Ease of Use
8.4/10
Value
8.9/10
Standout Feature

Deep learning-powered demand sensing that dynamically incorporates real-time sales, promotions, and external data for superior forecast accuracy.

RELEX Solutions is a comprehensive AI-powered retail planning platform specializing in demand forecasting, inventory optimization, and unified supply chain management for retailers. It leverages advanced machine learning algorithms to deliver highly accurate forecasts that account for seasonality, promotions, cannibalization, and external factors like weather and events. The solution integrates seamlessly with ERP systems and provides actionable insights across the retail ecosystem, helping businesses minimize stockouts and overstock.

Pros

  • Exceptionally accurate AI/ML-based forecasting with hierarchical and granular predictions
  • Full integration with inventory, replenishment, and space planning for end-to-end optimization
  • Scalable for global enterprises with proven ROI in reducing waste and lost sales

Cons

  • High implementation costs and complexity for initial setup
  • Steep learning curve for non-technical users despite intuitive dashboards
  • Pricing opaque and geared toward large-scale retailers, less ideal for SMBs

Best For

Large retail chains and grocers seeking an integrated, AI-driven platform for precise demand forecasting and supply chain orchestration.

Pricing

Custom enterprise licensing; typically starts at $100K+ annually based on stores, users, and modules, with quotes provided after consultation.

Visit RELEX Solutionsrelexsolutions.com
3
Oracle Retail logo

Oracle Retail

enterprise

Cloud-based demand forecasting engine tailored for retail merchandising and assortment optimization.

Overall Rating8.7/10
Features
9.3/10
Ease of Use
7.4/10
Value
8.1/10
Standout Feature

AutoML-powered hierarchical forecasting that automatically selects and tunes optimal models across multiple levels

Oracle Retail Demand Forecasting is an enterprise-grade solution leveraging AI and machine learning to deliver precise demand predictions across retail hierarchies like items, stores, and geographies. It integrates deeply with Oracle's broader retail suite, including merchandising and supply chain tools, enabling end-to-end optimization. The software processes vast datasets to minimize stockouts, overstock, and lost sales while supporting promotional and seasonal adjustments for enhanced accuracy.

Pros

  • Advanced AI/ML algorithms for highly accurate, hierarchical forecasting
  • Seamless integration with Oracle Retail ecosystem and ERP systems
  • Scalable for large enterprises handling massive data volumes

Cons

  • Steep learning curve and complex implementation requiring specialists
  • High licensing and customization costs
  • Limited flexibility outside Oracle ecosystem

Best For

Large-scale retailers with complex operations seeking integrated, enterprise-level demand forecasting.

Pricing

Quote-based enterprise licensing, typically starting at $50,000+ annually depending on scale and modules.

4
SAP Integrated Business Planning logo

SAP Integrated Business Planning

enterprise

Integrated platform offering statistical and ML-based demand forecasting for collaborative retail planning.

Overall Rating8.4/10
Features
9.2/10
Ease of Use
6.8/10
Value
7.6/10
Standout Feature

AI-powered demand sensing that combines short-term signals with long-term forecasts for agile retail response

SAP Integrated Business Planning (IBP) is a cloud-based supply chain planning platform with robust demand forecasting capabilities designed for retail and large enterprises. It uses advanced machine learning, statistical models, and causal analysis to predict demand accurately, factoring in promotions, seasonality, and external influences. The solution integrates forecasting with inventory optimization, S&OP, and response management for end-to-end visibility and collaboration.

Pros

  • Advanced ML and multiple forecasting algorithms for high accuracy
  • Deep integration with SAP ERP and ecosystem for seamless data flow
  • Real-time scenario planning and what-if simulations

Cons

  • Steep learning curve and complex setup requiring expertise
  • High costs for implementation and licensing
  • Less ideal for small retailers due to scalability overhead

Best For

Large retail enterprises with complex supply chains needing integrated, enterprise-grade demand forecasting and planning.

Pricing

Custom enterprise subscription pricing, typically starting at $50,000+ annually based on users, modules, and data volume; quotes required.

5
o9 Solutions logo

o9 Solutions

enterprise

AI-driven digital planning platform with advanced demand sensing for end-to-end retail supply chain decisions.

Overall Rating8.7/10
Features
9.3/10
Ease of Use
7.4/10
Value
8.1/10
Standout Feature

Digital Twin technology for real-time scenario planning and what-if simulations

o9 Solutions provides an AI-powered Digital Brain platform tailored for retail demand forecasting, using advanced machine learning to deliver highly accurate, granular predictions that incorporate promotions, seasonality, weather, and economic factors. It integrates demand sensing with end-to-end supply chain planning, enabling real-time collaboration and scenario simulation across teams. The platform helps retailers optimize inventory, reduce stockouts, and improve revenue through precise forecasting at store, SKU, and channel levels.

Pros

  • Exceptional AI/ML-driven forecast accuracy with granular demand sensing
  • Seamless integration across demand, supply, and inventory planning
  • Scalable for large enterprises with real-time collaboration tools

Cons

  • Steep learning curve and complex setup for non-enterprise users
  • High implementation time and costs
  • Limited transparency in pricing without custom quotes

Best For

Large retail enterprises with complex supply chains seeking integrated, AI-enhanced demand forecasting and planning.

Pricing

Custom enterprise subscription pricing, typically starting at $500K+ annually based on scale and modules; quote required.

Visit o9 Solutionso9solutions.com
6
ToolsGroup SO99+ logo

ToolsGroup SO99+

specialized

Probabilistic demand forecasting software that delivers unbiased accuracy for retail inventory management.

Overall Rating8.7/10
Features
9.2/10
Ease of Use
7.8/10
Value
8.4/10
Standout Feature

Probabilistic forecasting engine that explicitly models demand uncertainty and variability for unmatched accuracy in retail environments

ToolsGroup SO99+ is a sophisticated AI-powered demand forecasting and inventory optimization platform tailored for retail and consumer goods supply chains. It excels in probabilistic forecasting to handle intermittent, volatile, and promotional demand patterns with high accuracy. The software integrates demand sensing, replenishment planning, and multi-echelon optimization to minimize stockouts and excess inventory across omnichannel operations.

Pros

  • Superior probabilistic forecasting for intermittent and lumpy demand
  • Advanced AI demand sensing that captures real-time signals like promotions
  • Scalable multi-echelon optimization for global retail networks

Cons

  • Steep learning curve and complex initial setup
  • High implementation costs and long deployment timelines
  • Limited out-of-the-box integrations with smaller e-commerce platforms

Best For

Large-scale retailers with thousands of SKUs, complex omnichannel operations, and volatile demand needing precise probabilistic forecasts.

Pricing

Custom enterprise pricing via quote; annual subscriptions typically range from $100,000 to $500,000+ based on SKUs, users, and deployment scope.

7
SAS Demand-Driven Forecasting logo

SAS Demand-Driven Forecasting

enterprise

Analytics platform using AI and deep learning for precise retail demand forecasting and lifecycle management.

Overall Rating8.2/10
Features
9.1/10
Ease of Use
6.4/10
Value
7.6/10
Standout Feature

Automated demand classification and model selection engine that dynamically chooses optimal forecasting methods for intermittent and lumpy retail demand patterns

SAS Demand-Driven Forecasting is an enterprise-grade solution from SAS that leverages advanced statistical modeling, machine learning, and AI to create accurate demand forecasts for retail and supply chain applications. It excels in handling complex retail scenarios such as SKU-level forecasting, promotion impacts, seasonality, and intermittent demand across hierarchical structures like stores and product categories. Integrated within the SAS Viya platform, it automates model selection and forecasting while supporting expert interventions for optimal accuracy.

Pros

  • Powerful AI/ML-driven model selection and hierarchical forecasting
  • Handles massive datasets and complex retail variables like promotions
  • Seamless integration with broader SAS analytics ecosystem

Cons

  • Steep learning curve requiring skilled analysts
  • Complex interface not as intuitive as modern SaaS tools
  • High implementation and licensing costs

Best For

Large retail enterprises with experienced data science teams needing scalable, high-accuracy forecasting at massive scale.

Pricing

Custom enterprise licensing via SAS Viya subscription; typically starts at $50,000+ annually based on users, data volume, and deployment.

8
Anaplan logo

Anaplan

enterprise

Connected planning solution enabling scenario-based demand forecasting for retail agility.

Overall Rating8.4/10
Features
9.2/10
Ease of Use
6.8/10
Value
7.6/10
Standout Feature

Hyperblock in-memory engine enabling instant calculations on massive, multi-dimensional retail datasets without performance lags

Anaplan is a cloud-based connected planning platform that excels in enterprise performance management, including advanced demand forecasting for retail through customizable multidimensional models. It integrates sales data, market trends, and inventory levels to generate accurate demand predictions, supports scenario planning, and enables real-time collaboration across teams. While not a plug-and-play forecasting tool, its flexibility allows retailers to tailor forecasts to complex hierarchies like products, stores, and regions.

Pros

  • Highly scalable for enterprise-level retail operations with unlimited dimensionality
  • Real-time data integration and collaboration across finance, supply chain, and sales
  • Powerful scenario modeling and what-if analysis for accurate demand predictions

Cons

  • Steep learning curve requiring skilled model builders or consultants
  • High implementation costs and complexity for smaller retailers
  • Not specialized out-of-the-box; demands custom configuration for forecasting

Best For

Large retail enterprises with complex planning needs requiring integrated demand forecasting across multiple business functions.

Pricing

Quote-based enterprise pricing, typically starting at $100,000+ annually depending on users, workspaces, and modules.

Visit Anaplananaplan.com
9
Logility logo

Logility

enterprise

Cloud demand planning application with AI-driven multi-dimensional forecasting for retail supply chains.

Overall Rating8.1/10
Features
8.7/10
Ease of Use
7.4/10
Value
7.8/10
Standout Feature

AI-powered Demand Sensing that incorporates real-time external signals like weather and promotions for hyper-accurate retail forecasts

Logility is an advanced supply chain planning platform specializing in retail demand forecasting through its Voyager Solutions suite. It leverages AI, machine learning, and advanced analytics to generate accurate demand predictions, accounting for seasonality, promotions, pricing changes, and external factors like weather. The software integrates with ERP systems to enable collaborative planning, inventory optimization, and scenario simulation for retail operations.

Pros

  • AI/ML-driven forecasting with high accuracy for complex retail scenarios
  • Strong integration with ERP and external data sources
  • Comprehensive concurrent planning across demand, inventory, and supply

Cons

  • Steep learning curve and complex initial setup
  • Enterprise-focused pricing excludes smaller businesses
  • Customization requires significant consulting support

Best For

Mid-to-large retail chains and CPG companies needing integrated, AI-enhanced demand forecasting within broader supply chain management.

Pricing

Custom quote-based enterprise licensing; annual subscriptions typically $100K–$500K+ based on users, modules, and scale.

Visit Logilitylogility.com
10
Kinaxis RapidResponse logo

Kinaxis RapidResponse

enterprise

Concurrent planning platform providing real-time demand forecasting for responsive retail operations.

Overall Rating8.2/10
Features
9.1/10
Ease of Use
6.8/10
Value
7.4/10
Standout Feature

Patented concurrent planning engine that simultaneously optimizes demand forecasting, supply, and inventory in real-time

Kinaxis RapidResponse is an enterprise-grade supply chain management platform with robust demand forecasting capabilities designed for retail, using AI/ML for accurate demand sensing across promotions, seasonality, and multi-channel sales. It integrates forecasting with inventory optimization, scenario planning, and concurrent supply-demand orchestration for real-time decision-making. Retailers benefit from its ability to handle complex, volatile demand patterns while minimizing stockouts and overstock.

Pros

  • Advanced AI-driven demand forecasting with high accuracy for retail-specific factors like promotions and e-commerce
  • Real-time concurrent planning integrates demand with supply chain execution
  • Scalable for global enterprises with strong scenario simulation capabilities

Cons

  • Steep learning curve and complex interface requiring extensive training
  • High cost makes it less accessible for mid-sized retailers
  • Overkill for organizations needing only standalone demand forecasting without full supply chain integration

Best For

Large retail enterprises with complex, global supply chains seeking integrated demand forecasting and orchestration.

Pricing

Custom enterprise licensing, typically annual subscriptions starting at $500,000+ based on users and modules.

Conclusion

The reviewed retail demand forecasting software, from Blue Yonder's AI-powered cognitive analytics to Kinaxis's real-time planning, offer robust solutions, with Blue Yonder leading as the top choice for its comprehensive supply chain optimization. Close behind, RELEX Solutions excels in machine learning-driven store-level predictions, while Oracle Retail stands out for its cloud-based, merchandising-focused engine, each catering to distinct business needs.

Blue Yonder logo
Our Top Pick
Blue Yonder

To unlock efficient inventory management and agile operations, start with Blue Yonder's advanced platform—whether you seek end-to-end supply chain alignment or scenario-based planning, RELEX and Oracle also remain standout options to explore.