Best Retail Assortment Planning Software

How Many Retail Assortment Planning Software Products Does G2 Track?

Total Products under this Category: 76

Category Stats (Sep 2026)

  • Average Rating: 4.49/5 (↑0.01 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: LEAFIO AI Retail Platform (+0.06%) - Among all products in this category, LEAFIO AI Retail Platform recorded the largest rating increase compared to last month

Last updated: September 05, 2026

How Does G2 Rank Retail Assortment Planning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 1,000+ Authentic Reviews
  • 76+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Retail Assortment Planning Software

G2 Grid® for Retail Assortment Planning Software plotting products by satisfaction and market presence

Highlighted products: Increff Merchandising Software, Style Arcade, Oracle Merchandise Operations Management, LEAFIO AI Retail Platform, and Quant.

Underlying data: [Grid® JSON](https://www.g2.com/categories/retail-assortment-planning/grids.json?focus%5B%5D=increff-merchandising-software&focus%5B%5D=style-arcade&focus%5B%5D=oracle-merchandise-operations-management&focus%5B%5D=leafio-ai-retail-platform&focus%5B%5D=quant)

Increff Merchandising Software

Reimagine merchandise planning, buying, and allocation with Increff Merchandising Software. Built for small and medium B2B and B2C brands and retailers, this algorithm-driven SaaS-based tool performs billions of computations within a few minutes of runtime to deliver quick action-oriented results for optimum inventory planning and distribution for sales maximization. Considering seasonality, recency, and festivity, this tool analyzes multiple layers of attributes to calculate store-specific assortments, inventory health, and freshness index, for determining ideal distribution. It helps brands realize the true demand potential by allocating the right inventory, as per customer demands, closer to the customers.

Average Rating: 4.4/5.0

Total Reviews: 27

How Do G2 Users Rate Increff Merchandising Software?

  • Ease of Use: 8.3/10 (Category avg: 9.1/10)
  • Export: 7.8/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 5.8/10 (Category avg: 8.7/10)
  • Consumer Behavior: 7.6/10 (Category avg: 8.5/10)

Who Is the Company Behind Increff Merchandising Software?

  • Seller: Increff
  • Year Founded: 2016
  • HQ Location: Bengaluru, Karnataka
  • Twitter: @increff
    215 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    310 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Retail, Apparel & Fashion
  • Company Size: 36% Large, 32% Medium

What Do G2 Reviewers Say About Increff Merchandising Software?

AI-generated summary from verified user reviews

Pros
  • Users value the optimized inventory and analytics features of Increff Merchandising Software for precise stock management.
  • Users praise the dedicated customer support of Increff Merchandising Software, highlighting tailored solutions for business needs.
  • Users celebrate the efficiency improvement from Increff Merchandising Software, enabling faster analysis and optimized inventory management.
  • Users appreciate the variety of features in Increff, facilitating efficient inventory management and insightful analytics.
  • Users appreciate the ease of use of Increff Merchandising Software, finding it lightweight and user-friendly for efficient operations.
Cons
  • Users feel there is a significant improvement needed in forecasting tools and customized BI reporting for better usability.
  • Users find the lack of essential forecasting tools like WSSI limiting for effective merchandising strategy.
  • Users find the poor reporting in Increff Merchandising Software limits insights and customization for their needs.
  • Users note the confusing interface of Increff Merchandising Software, expressing a need for improved customization options.
  • Users find the complex implementation challenging due to diverse business processes in the fashion industry.

What Are Recent G2 Reviews of Increff Merchandising Software?

Style Arcade

For fashion and apparel brands who want to grow faster, Style Arcade is a retail analytics platform that turns merchandising into a competitive advantage.​ Instead of relying on inaccessible systems; manual processes; and unreliable projections – Style Arcade unlocks merchandise data and proactively guides retailers on how to realize their untapped revenue potential.

Average Rating: 4.5/5.0

Total Reviews: 117

How Do G2 Users Rate Style Arcade?

  • Ease of Use: 9.0/10 (Category avg: 9.1/10)
  • Export: 8.8/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 7.2/10 (Category avg: 8.7/10)
  • Consumer Behavior: 7.5/10 (Category avg: 8.5/10)

Who Is the Company Behind Style Arcade?

  • Seller: Style Arcade
  • Company Website:
  • Year Founded: 2018
  • HQ Location: New York City, New York
  • Twitter: @stylearcade
    56 Twitter followers
  • LinkedIn® Page: au.linkedin.com
    34 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Retail, Apparel & Fashion
  • Company Size: 50% Medium, 38% Small

What Do G2 Reviewers Say About Style Arcade?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Style Arcade, finding it intuitive and essential for daily operations.
  • Users find Style Arcade to be a game-changing tool for creative planning and insightful visual representations.
  • Users value the easy and visual reporting of Style Arcade, enhancing efficiency in monitoring and planning.
  • Users love the intuitive and easy-to-use interface of Style Arcade, making it suitable for all skill levels.
  • Users love the intuitive visual design of Style Arcade, finding it user-friendly and effective for performance monitoring.
Cons
  • Users experience data inaccuracy with Style Arcade, encountering glitches during data imports and exports, affecting reporting.
  • Users experience integration issues with Style Arcade, leading to inaccuracies and glitches in data handling.
  • Users face metrics issues with Style Arcade, as filters often revert to original settings, causing frustration.
  • Users experience slow performance with Style Arcade, facing glitches and delayed loading times during their interactions.
  • Users are frustrated with data delays and limitations in selecting specific time periods in Style Arcade.

What Are Recent G2 Reviews of Style Arcade?

What Are G2 Users Discussing About Style Arcade?

Oracle Merchandise Operations Management

vManage, control, and perform seamless execution of day-to-day merchandising activities, including purchasing, distribution, order fulfillment, and financial close.

Average Rating: 4.4/5.0

Total Reviews: 20

How Do G2 Users Rate Oracle Merchandise Operations Management?

  • Ease of Use: 7.9/10 (Category avg: 9.1/10)
  • Export: 8.3/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 8.3/10 (Category avg: 8.7/10)
  • Consumer Behavior: 7.5/10 (Category avg: 8.5/10)

Who Is the Company Behind Oracle Merchandise Operations Management?

  • Seller: Oracle
  • Year Founded: 1977
  • HQ Location: Austin, TX
  • Twitter: @Oracle
    827,997 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    207,576 employees on LinkedIn®
  • Ownership: NYSE:ORCL

Who Uses This Product?

  • Top Industries: Retail, Information Technology and Services
  • Company Size: 62% Large, 29% Medium

What Are Recent G2 Reviews of Oracle Merchandise Operations Management?

What Are G2 Users Discussing About Oracle Merchandise Operations Management?

LEAFIO AI Retail Platform

LEAFIO AI Retail Platform helps grocery, pharmacy, convenience, and specialty retailers optimize inventory, automate replenishment, improve assortment decisions, and maximize shelf performance with artificial intelligence. The platform brings enterprise-grade retail planning capabilities to retail chains of every size, making advanced AI planning accessible without the cost, complexity, or lengthy implementation typically associated with traditional enterprise software. Trusted by more than 250 retail companies across 40+ countries, LEAFIO enables retailers to improve product availability, reduce inventory costs, increase sales, and automate critical merchandising and supply chain decisions from a single platform. Core capabilities LEAFIO AI combines multiple retail planning solutions in one platform, including: AI Demand Forecasting Inventory Optimization Automated Replenishment Assortment Planning Shelf Space Optimization and Planogram Management Retail Analytics Promotion Performance Analysis Category Performance Management The platform helps retailers solve everyday operational challenges such as reducing stockouts, minimizing excess inventory, improving forecast accuracy, increasing on-shelf availability, optimizing shelf productivity, and reducing manual planning effort. Built for modern retail LEAFIO AI is designed for grocery retailers, supermarket chains, pharmacy chains, convenience stores, toy stores, DIY retailers, electronics retailers, pet retailers, and other specialty retail formats operating multiple stores and distribution centers. The platform supports both centralized and decentralized retail organizations and scales from regional retail chains to large international enterprises. Business outcomes Retailers use LEAFIO AI to: Improve product availability while reducing inventory investment Reduce overstocks, markdowns, and waste Increase inventory turnover Automate replenishment decisions Optimize assortments for individual stores and clusters Create and maintain data-driven planograms Improve category performance Increase operational efficiency through AI-driven recommendations Easy integration LEAFIO AI integrates with existing ERP, POS, and other retail systems, allowing retailers to modernize planning processes without replacing their core IT infrastructure. Why retailers choose LEAFIO AI Retailers choose LEAFIO AI because it combines inventory optimization, demand forecasting, replenishment, assortment planning, and shelf optimization within a single AI-powered retail platform. Instead of implementing multiple disconnected applications, organizations can manage critical retail planning processes from one solution, reducing complexity while improving decision quality across the entire retail network.

Average Rating: 5.0/5.0

Total Reviews: 33

How Do G2 Users Rate LEAFIO AI Retail Platform?

  • Ease of Use: 9.6/10 (Category avg: 9.1/10)
  • Export: 10.0/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 9.8/10 (Category avg: 8.7/10)
  • Consumer Behavior: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind LEAFIO AI Retail Platform?

  • Seller: Leafio
  • Year Founded: 2014
  • HQ Location: Tallinn, EE
  • Twitter: @Leafio1
    280 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    83 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Marketing Manager
  • Top Industries: Retail
  • Company Size: 79% Medium, 12% Large

What Do G2 Reviewers Say About LEAFIO AI Retail Platform?

AI-generated summary from verified user reviews

Pros
  • Users value the visual analytics from Leafio, making merchandising decisions faster and more informed based on clear insights.
  • Users highlight the efficiency improvements of LEAFIO AI Retail Platform, transforming visual merchandising and saving valuable time.
  • Users appreciate the visual analytics and real-time reports from Leafio, streamlining merchandising and enhancing product display efficiency.
  • Users love the intuitive visual interface of Leafio, enhancing understanding and management of merchandising effortlessly.
  • Users commend the AI technology of Leafio for simplifying visual merchandising and enhancing data-driven decision making.
Cons
  • Users experience complexity in setup due to slow loading with larger sets and the need for unique equipment configurations.
  • Users face challenges with complex setup, especially when managing numerous unique items and large sets causing slow loading times.
  • Users find the platform expensive and cumbersome when managing larger sets and unique equipment configurations.
  • Users face challenges with lack of customization, needing unique setups for numerous items complicating the process.
  • Users find the limited customization challenging, especially with many sets needing unique configurations and slower loading times.

What Are Recent G2 Reviews of LEAFIO AI Retail Platform?

Quant

Quant is a cloud solution for the management of retail space, product categories, planograms, shelf labels, automatic replenishment and store photo documentation. In Quant, our clients draw and manage the floor plans of thousands of stores and publish hundreds of thousands of planograms every year.

Average Rating: 4.8/5.0

Total Reviews: 55

How Do G2 Users Rate Quant?

  • Ease of Use: 8.8/10 (Category avg: 9.1/10)
  • Export: 9.5/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 7.8/10 (Category avg: 8.7/10)
  • Consumer Behavior: 8.6/10 (Category avg: 8.5/10)

Who Is the Company Behind Quant?

  • Seller: Quant Retail s.r.o.
  • Company Website:
  • Year Founded: 2001
  • HQ Location: Tupadly, CZ
  • Twitter: @QuantRetail
    18 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    41 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Retail, Pharmaceuticals
  • Company Size: 39% Large, 36% Medium

What Do G2 Reviewers Say About Quant?

AI-generated summary from verified user reviews

Pros
  • Users consistently praise the exceptional customer support of Quant, enhancing their overall experience with the software.
  • Users find Quant's ease of use to be excellent, facilitating daily implementations and smooth software integration.
  • Users value the easy integrations of Quant, making it convenient and user-friendly for daily tasks.
  • Users appreciate the ease of use in Quant, with an intuitive interface and excellent technical support enhancing their experience.
  • Users value the implementation ease of Quant, highlighting its simple integration and daily usability.
Cons
  • Users find that integration with other software needs improvement, as it's often unclear and confusing.
  • Users find integration issues with other software to be unclear, creating challenges in their overall experience.

What Are Recent G2 Reviews of Quant?

What Are G2 Users Discussing About Quant?

Insite AI

A Category Strategy & Assortment Optimization solution you can trust. Our individualized, tailored-for-you AI platform empowers you to better understand and target your products and retail accounts–to any level of granularity. Build the optimal product range & mix. Understand, not just historical and current performance, but accurately look forward to project the expected performance of potential category range scenarios and strategies you plan to put forward.

Average Rating: 4.6/5.0

Total Reviews: 24

How Do G2 Users Rate Insite AI?

  • Ease of Use: 9.1/10 (Category avg: 9.1/10)
  • Export: 8.9/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 8.9/10 (Category avg: 8.7/10)
  • Consumer Behavior: 8.9/10 (Category avg: 8.5/10)

Who Is the Company Behind Insite AI?

  • Seller: Insite AI
  • Year Founded: 2018
  • HQ Location: Bentonville, Arkansas, United States
  • Twitter: @InsiteAI
    29 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    66 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 33% Small

What Are Recent G2 Reviews of Insite AI?

Logility Solutions

Logility is a market-leading provider of AI-first supply chain management solutions engineered to help organizations build sustainable digital supply chains that improve people’s lives and the world we live in. The company’s approach is designed to reimagine supply chain planning by shifting away from traditional “what happened” processes to an AI-driven strategy that combines the power of humans and machines to predict and be ready for what’s coming. Logility’s fully integrated, end-to-end platform helps clients know faster, turn uncertainty into opportunity, and transform the supply chain from a cost center to an engine for growth.

Average Rating: 4.2/5.0

Total Reviews: 122

How Do G2 Users Rate Logility Solutions?

  • Ease of Use: 8.5/10 (Category avg: 9.1/10)
  • Export: 8.9/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 8.3/10 (Category avg: 8.7/10)
  • Consumer Behavior: 9.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Logility Solutions?

  • Seller: Aptean
  • Company Website:
  • Year Founded: 2012
  • HQ Location: Alpharetta, Georgia
  • Twitter: @Aptean
    1,620 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    3,789 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Consumer Goods, Food & Beverages
  • Company Size: 54% Medium, 32% Large

What Are Recent G2 Reviews of Logility Solutions?

What Are G2 Users Discussing About Logility Solutions?

QL2

QL2 Software, LLC has been a pioneer in the competitive data market, providing web data extraction and analysis to customers in many travel and retail industries. QL2 delivers true competitive advantage through on-demand data acquisition, price monitoring, assortment optimization, product matching, and actionable insights. Our comprehensive real-time analytics help clients make profitable decisions that outsmart their competition. Why choose QL2? • QL2 provide best solution for competitive pricing data, • It helps our clients to reduce the time and money it takes to make informed and profitable pricing and inventory decisions. • Collects and deliver the most relevant pricing and product data through real-time searches of your competitor’s websites – without ever interrupting the data sources. Our Approach QL2 provides the leading solution for competitive pricing data, helping our clients solve complex problems and make real-time decisions that impact ROI. Through our suite of proprietary solutions, we harvest, curate, and analyze the industry and competitor data our clients need to make agile decisions in complex markets. Please visit www.ql2.com for detailed information.

Average Rating: 3.5/5.0

Total Reviews: 15

How Do G2 Users Rate QL2?

  • Ease of Use: 6.5/10 (Category avg: 9.1/10)
  • Export: 8.3/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 10.0/10 (Category avg: 8.7/10)
  • Consumer Behavior: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind QL2?

  • Seller: QL2 Software
  • Year Founded: 2001
  • HQ Location: Baltimore, MD
  • Twitter: @QL2
    103 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    237 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Leisure, Travel & Tourism
  • Company Size: 40% Large, 33% Medium

What Do G2 Reviewers Say About QL2?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of QL2, enjoying quick responses and full control over data collection.
  • Users commend QL2 for its responsive customer support, consistently delivering quick solutions to any issues that arise.
  • Users appreciate QL2 for its efficient automation of price changes, enhancing competitive price intelligence effortlessly.
  • Users value QL2 for its responsiveness and quick solutions, ensuring a reliable partnership in data delivery and support.
  • Users value the data accuracy provided by QL2, ensuring competitiveness and reliability in their analysis and operations.
Cons
  • Users highlight the need for improved issue resolution and proactive monitoring to enhance QL2's effectiveness compared to competitors.
  • Users experience data management issues with QL2, particularly with the responsiveness to bot problems and data visuals.
  • Users are frustrated with poor customer support, often facing slow issue resolution and lacking effective follow-up options.
  • Users are frustrated by persistent software bugs and slow resolution times, impacting trust and overall experience with QL2.
  • Users face significant inaccuracy issues with QL2, leading to frustration over unmonitored data and slow support responses.

What Are Recent G2 Reviews of QL2?

Buyer's Toolbox AP

Buyers Toolbox AP offers professional grade planning tools for the retail industry. Easy to deploy and to learn, cost-effective yet feature rich configurations provide top-down, middle-out and bottom up planning for seasonal and basic merchandise in Retail, Cost and Unit dimensions. Location and Channel planning are fully integrated, as is Attribute-based Assortment Planning, Range Planning and Category WSSI options. Integrates to all major retail ERP/Merchandising Solutions. FREE Proof of Concept buildout with customer data is avaialble on request.

Average Rating: 4.9/5.0

Total Reviews: 5

How Do G2 Users Rate Buyer's Toolbox AP?

  • Ease of Use: 9.0/10 (Category avg: 9.1/10)
  • Export: 9.7/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 8.7/10 (Category avg: 8.7/10)
  • Consumer Behavior: 8.7/10 (Category avg: 8.5/10)

Who Is the Company Behind Buyer's Toolbox AP?

  • Seller: ANT USA
  • Year Founded: 1992
  • HQ Location: Acton, MA
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Retail
  • Company Size: 60% Medium, 20% Large

What Are Recent G2 Reviews of Buyer's Toolbox AP?

42

42 Technologies is a centralized data platform created specifically to help retailers better understand their business by providing access to key retail metrics more quickly and efficiently. 42 helps merchants, planners, marketers, and executives easily pull reports for such things as cross-channel POS, inventory, margin, year-over-year performance, and top sellers by category, size or any other dimension, all in one place. We help teams from companies such as Global Brands Group, AllSaints, and Rebecca Minkoff. 42 is a full end-to-end solution, complete with data warehouse, cleaning and visualization layers.42’s goal is to give access and insights to everyone within an organization, and provides the following: * Consolidated and validated data – We consolidate, clean, and validate data across all data sources (Retail, E-Commerce, Wholesale, Traffic, ERP, etc.) * Accessible and customizable to everyone - Built solely for retail, 42 is easy to use across all job functions and has the ability to pull reports in seconds compared to hours * Real-time visual insights & reporting — With the ability to have more eyes looking at the data, you’ll be able to gain new insights and identify new opportunities that would otherwise be missed. * Growth & Efficiency - 42 helps by giving visibility and creating actions into all the levers that help make your business a success * Leverage a world-class API ecosystem to invest in innovative applications

Average Rating: 4.9/5.0

Total Reviews: 6

How Do G2 Users Rate 42?

  • Ease of Use: 9.2/10 (Category avg: 9.1/10)
  • Consumer Behavior: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind 42?

Who Uses This Product?

  • Company Size: 57% Medium, 29% Small

What Are Recent G2 Reviews of 42?

Vue.ai

Vue.ai — Your AI Orchestration Platform 1. The efficient movement of clean, multi-modal, AI-enriched datasets that grow and change with time, are connected to multiple applications with no divergence of data, with an accurate representation of lineage 2. Real-time orchestration of models, a federated intelligence engine applied contextually while observing changing data, interactions with it from end users, and responding to it appropriately, allowing for more optimal set of outcomes 3. Deep connection between workflows, a seamless end-to-end automated approach for a connected enterprise with minimal repetitive human intervention

Average Rating: 4.6/5.0

Total Reviews: 50

How Do G2 Users Rate Vue.ai?

  • Ease of Use: 8.9/10 (Category avg: 9.1/10)
  • Export: 8.3/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 8.3/10 (Category avg: 8.7/10)
  • Consumer Behavior: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Vue.ai?

  • Seller: Mad Street Den
  • Year Founded: 2016
  • HQ Location: Redwood City, California
  • Twitter: @vue_ai
    13,112 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    33 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Apparel & Fashion, Retail
  • Company Size: 41% Medium, 29% Large

What Are Recent G2 Reviews of Vue.ai?

What Are G2 Users Discussing About Vue.ai?

Board

Board is the Enterprise Planning Platform built to accelerate business performance and enable continuous planning with greater forecast accuracy to drive confident, aligned decisions. Its fully integrated planning solution spans the entire enterprise, delivering value for financial and operational planning in one unified platform. Using internal data and expert-curated external indicators, Board provides real-time visibility into your business. Board offers the most flexible, collaborative and adaptive user experience, powering executive dashboards and analytic capabilities that allows clear explanation and interpretation delivered through generative AI. This allows organizations to respond in an agile manner: capitalize on opportunities, optimize resources and mitigate risks.

Average Rating: 4.4/5.0

Total Reviews: 304

How Do G2 Users Rate Board?

  • Ease of Use: 8.5/10 (Category avg: 9.1/10)
  • Export: 9.1/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 8.2/10 (Category avg: 8.7/10)
  • Consumer Behavior: 8.6/10 (Category avg: 8.5/10)

Who Is the Company Behind Board?

  • Seller: Board International
  • Company Website:
  • Year Founded: 1994
  • HQ Location: Chiasso, Ticino
  • Twitter: @BoardSoftware
    27,073 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    948 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Group Controller
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 57% Medium, 40% Large

What Do G2 Reviewers Say About Board?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of Board, facilitating quick deployment and intuitive self-service interactions.
  • Users value the flexibility of Board, allowing customization to fit diverse business needs seamlessly.
  • Users value the centralized access to information, making board meetings efficient and focused on strategic discussions.
  • Users value the efficiency of Board, benefiting from faster deployment and streamlined meeting management.
  • Users appreciate the highly flexible customization of Board, allowing tailored solutions for diverse business needs.
Cons
  • Users experience slow performance with large datasets on Board, impacting efficiency and complicating the use of advanced features.
  • Users find that the learning curve for Board can be steep, particularly in configuration and advanced features.
  • Users find the missing features like layout exclusions limiting, impacting their overall experience with Board.
  • Users express frustration with poor visualization in Board, highlighting inefficiencies in dashboard design and data handling.
  • Users find the complexity of configuration in Board challenging, especially for new users and smaller teams.

What Are Recent G2 Reviews of Board?

What Are G2 Users Discussing About Board?

Epicor Propello

Epicor Propello is the modern, intuitive, cloud-based retail management system designed for and with retailers. Propello’s comprehensive capabilities include Point of Sale (POS), inventory management, pricing, analytics and reporting, purchasing and receiving, customer and loyalty management, expansive mobile functionality, accounts receivable, third-party integrations, and more. Why Propello is different Propello uniquely combines simplicity and ease of use with a unique pure web application for accessibility from anywhere. Easy to implement, built using security best practices, and designed for connectivity, Propello effortlessly scales with your business needs. And Propello is designed with innovative functionality like automatic and suggested reordering and forecasting, a real-time promotions and pricing engine, built-in customer loyalty, offline operating, streamlined retail workflows, and other features that deliver added value. How retailers benefit The cloud architecture, modern interface, streamlined workflows, and Propello’s extensive functionality combine to enable more efficient operations, help improve margins and profitability, empower retailers to create exceptional customer experiences, and increase staff productivity. Propello is the unique retail management system that simplifies retail operations and accelerates your retail success.

Average Rating: 4.4/5.0

Total Reviews: 7

How Do G2 Users Rate Epicor Propello?

  • Ease of Use: 8.6/10 (Category avg: 9.1/10)

Who Is the Company Behind Epicor Propello?

  • Seller: Epicor
  • Company Website:
  • Year Founded: 1972
  • HQ Location: Austin, TX
  • Twitter: @Epicor
    9,286 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    6,154 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Retail
  • Company Size: 86% Small, 14% Medium

What Do G2 Reviewers Say About Epicor Propello?

AI-generated summary from verified user reviews

Pros
  • Users rave about the ease of use of Epicor Propello, highlighting its intuitive design and efficient product lookup.
  • Users value the timely updates in Epicor Propello, enhancing functionality and keeping the software current.
  • Users love the easy integrations of Epicor Propello, especially with QuickBooks Online, enhancing overall efficiency.
  • Users appreciate the forecasting accuracy of Epicor Propello, which effectively predicts sales and inventory needs.
  • Users love the seamless integrations of Epicor Propello, enhancing efficiency with Quickbooks Online connectivity.
Cons
  • Users note limited reporting options in Epicor Propello, suggesting the need for improved and customizable reporting features.
  • Users express a desire for more customizable reporting options in Epicor Propello to enhance their experience.
  • Users desire improvements in customizable reporting features to enhance their overall experience with Epicor Propello.
  • Users note that poor reporting in Epicor Propello can hinder effective data interpretation and decision-making.
  • Users encounter software bugs and occasional issues in Epicor Propello, leading to delays in corrections and reporting flaws.

What Are Recent G2 Reviews of Epicor Propello?

Getron AI Services (GaiS)

Getron AI Services (GaiS) is the general name of inventory planning, management and optimization services focused on demand forecasting, built on artificial intelligence (AI) and machine learning (ML) algorithms. GaiS is the only AI-native solution in supply chain management to deliver proven results only in weeks. Through the Getron Mass Customization (MCI) interface, our services can be customized very quickly in line with the business rules and constraints of the companies. Thus, companies can customize Getron services according to their needs and start using them within weeks, without the need for a special data science team. 1. GETRON PST (Prescriptive Stock Transactions): AI-native holistic inventory planning, management & optimization service. Getron PST provides stock movement work orders from warehouses & suppliers to stores and inter-stores including online stores. 2. GETRON ARE (Action Recommended Entities): Manages products' dynamic pricing, optimal warehouse quantities and delisting recommendations through AI algorithms. Getron ARE optimizes the price levels to increase the demand for slow moving items and provides the right stock levels. 3. GETRON OMP (Order Management & Planning): Seamlessly collects & orchestrates order management and planning business workflows. Getron OMP generates AI-native demand quantity recommendations to increase related KPIs including fill-rates. 4. GETRON PSP (Prescriptive Supply Planning): Performs demand driven supply planning with a long-term focus, based on financial cycles. Getron PSP relies directly on Getron's multi-model demand-forecasting engine which allows for comparing what-if scenarios. 5. GETRON PBD (Predictive Business Diagnostics): Multi-KPI based predictive diagnosis automation and oversight with the interactive dashboard & comprehensive reports. Getron PBD can review overall KPI insights, and to assess the impact of Getron Services provides a kind of mirror through which clients can analyze their business.

Average Rating: 4.8/5.0

Total Reviews: 20

How Do G2 Users Rate Getron AI Services (GaiS)?

  • Ease of Use: 8.8/10 (Category avg: 9.1/10)
  • Export: 10.0/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 10.0/10 (Category avg: 8.7/10)
  • Consumer Behavior: 8.9/10 (Category avg: 8.5/10)

Who Is the Company Behind Getron AI Services (GaiS)?

  • Seller: Getron
  • Year Founded: 2003
  • HQ Location: New Jersey, US
  • Twitter: @GetronCorp
    48 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    70 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Pharmaceuticals
  • Company Size: 55% Medium, 25% Large

What Do G2 Reviewers Say About Getron AI Services (GaiS)?

AI-generated summary from verified user reviews

Pros
  • Users value the responsive and comprehensive customer support from Getron AI Services, enhancing satisfaction and solutions delivery.
  • Users value the high level of responsiveness from Getron AI Services, greatly enhancing customer satisfaction and support.
  • Users appreciate the exceptional customer support from Getron AI Services, enhancing satisfaction with tailored solutions and quick responses.
  • Users praise Getron AI Services for their quick and helpful customer support, facilitating efficient problem-solving.
  • Users value the analytics capabilities of Getron AI Services, significantly reducing their overall workload and enhancing efficiency.
Cons
  • Users face challenges with data integration, making setup and functionality more difficult with Getron AI Services.
  • Users experience long wait times, with delayed processes taking over an hour to receive AI services.
  • Users faced challenges with ERP integration, leading to difficulties in adapting Getron settings into their systems.
  • Users feel that GaiS has room for development and improvement, indicating a need for enhancements in its services.
  • Users face notable integration issues with Getron AI Services, creating challenges in incorporating it into existing systems.

What Are Recent G2 Reviews of Getron AI Services (GaiS)?

NCR Retail ONE

Transform your retail experience but don't go it alone. An experienced retail service provider can help you to navigate through this change and implement strategies built to win. See beyond today and envision the possibilities with NCR Retail Services.

Average Rating: 3.8/5.0

Total Reviews: 3

How Do G2 Users Rate NCR Retail ONE?

  • Ease of Use: 8.9/10 (Category avg: 9.1/10)
  • Export: 9.2/10 (Category avg: 8.8/10)
  • Shopper Loyalty: 7.8/10 (Category avg: 8.7/10)
  • Consumer Behavior: 7.8/10 (Category avg: 8.5/10)

Who Is the Company Behind NCR Retail ONE?

  • Seller: NCR Voyix
  • Year Founded: 1884
  • HQ Location: Atlanta, Georgia
  • LinkedIn® Page: www.linkedin.com
    8,011 employees on LinkedIn®
  • Ownership: NYSE: NCR
  • Total Revenue (USD mm): $6,207

Who Uses This Product?

  • Company Size: 67% Medium, 33% Small

What Are Recent G2 Reviews of NCR Retail ONE?

What Are G2 Users Discussing About NCR Retail ONE?

Subhransu Sahu
SS
Researched and written by Subhransu Sahu
Updated October 3, 2024

Retail Assortment Planning Topics

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Learn More About Retail Assortment Planning Software

Retail Assortment Planning Software FAQs

Small Business FAQs

What is the most affordable retail assortment planning software for SMBs?


Independent retailers and small chains cannot justify enterprise planning software pricing. Tools that specialize in retail assortment planning for small businesses offer demand forecasting and inventory planning at a cost structure that makes sense for leaner operations. Here are the most affordable options:


  • Increff Merchandising Software: A SaaS-based platform built for small and medium retailers, offering algorithm-driven allocation and replenishment at a price point suited to growing brands that cannot support a large planning team.
  • Epicor Propello: Rated by small independent retailers for its ease of use, sales forecasting, inventory projection, and shelf label management, giving small shop owners assortment and merchandising tools without complexity.
  • Buyer's Toolbox AP: Offers a cost-effective, professionally graded planning tool with a straightforward deployment and a support team that brings retail planning expertise, making it accessible for smaller retail operations building formal planning processes.

What is the best retail assortment planning software for startups?


Retail startups often begin with spreadsheets and hit a wall when SKU count or store complexity outgrows what a spreadsheet can handle. These tools are designed to replace that without a long implementation project:


  • Style Arcade: A fashion retail analytics platform rated by startup apparel and DTC brands for fast onboarding, pre-built trade reporting, and AI-powered range planning tools that replace manual spreadsheet-based assortment processes without requiring a data team.
  • LEAFIO AI Retail Platform: An AI-powered retail supply chain platform rated with a 5.0-star G2 score, used by startup retailers for demand forecasting, assortment automation, and inventory optimization across online and offline channels from day one.
  • SPS Commerce Assortment: A retail operations platform that simplifies supplier and assortment data management, giving growing retailers a centralized system for managing product data across channels without building custom integrations.


Which retail assortment planning software is most user-friendly for startups?


Retail planning tools often require training that buying teams do not have time for. These platforms are consistently cited for interfaces that planners and buyers can operate without specialist onboarding:


  • Style Arcade: Rated by fashion retail teams for an immediately intuitive interface that surfaces weekly trade actions, Monday meeting reports, and range planning views without requiring buyers to have planning system expertise.
  • Logility Solutions: A supply chain and assortment planning platform rated for user-friendly demand planning workflows, with implementations that retail teams can adopt without requiring dedicated data scientists or lengthy ERP-style configuration.
  • Quant: Earns a 4.8-star G2 rating and is consistently praised for its clean interface and structured category management workflow, making it one of the most accessible assortment planning tools for retail teams stepping up from spreadsheets.


What assortment planning tool works best for small apparel and fashion retailers?


Fashion retail runs on seasonal range decisions made months out, with sell-through pressure on the back end. These tools are built specifically for the way fashion buyers and merchandisers work:


  • Increff Merchandising Software: Designed for small and mid-size apparel brands, Increff automates inventory allocation and replenishment across stores and channels, helping fashion retailers improve sell-through and reduce end-of-season markdowns.
  • Buyer's Toolbox AP: A retail-specific planning tool rated by apparel buyers for its ability to build and compare location-level inventory plans, cross-check product and location budgets, and reconcile with commercial finance forecasts across a multi-store operation.
  • Getron AI Services (GaiS): An AI-driven merchandising platform that automates store-level assortment decisions across fashion retail networks, rated for reducing planning team overhead while improving stock availability and sell-through rates across locations.


What is the best assortment planning software for small brick-and-mortar retailers?


Physical store retailers need assortment tools that start from sales-floor data  -  what sold, what sat, what was out of stock. These platforms close the loop between the shelf and the buying decision:


  • Epicor Propello: Used by small hardware and independent retailers for its POS-integrated inventory forecasting, shelf label creation, and product lookup features that improve in-store organization and assortment management without requiring a specialist.
  • NCR Retail ONE: A reliable and cost-effective retail platform used by small retailers for transaction management, reporting, and inventory tracking, with reviewers noting that reports align closely with sales and daily deposits without complex configuration.
  • SPS Commerce Assortment: A retail operations platform that centralizes supplier and product assortment data across channels, giving small brick-and-mortar retailers a single source of truth for product content and availability without building custom supplier integrations.

Enterprise FAQs

What is the best-rated retail assortment planning software for tech enterprises?


Large retail chains managing hundreds of locations across multiple banners need assortment planning that runs at scale  -  connecting ERP inventory, store-level sales, and promotional calendars without manual reconciliation. Here are the best retail assortment planning software for tech enterprises:


  • Buyer's Toolbox AP: Used by retailers with 250-plus locations for detailed inventory planning at SKU and location level, with reviewers citing its ability to maximize margins by keeping the right product quantities in the right stores across a large network.
  • Board: An enterprise planning platform rated for integrating merchandise financial planning, range and assortment, and allocation into a single environment, with reviewers highlighting its flexibility and comfortable user interface for planning teams.
  • Increff Merchandising Software: Serves enterprise retail and fashion organizations with algorithm-driven allocation and replenishment across multi-channel networks, with a track record in enterprise-scale apparel operations across global markets.


What is the most reliable retail assortment planning tool for enterprises?


Assortment decisions affect inventory position, sell-through, and margin across an entire network. These retail assortment planning platforms for enterprises have the data integrity and customer track record to back enterprise-scale planning cycles:


  • Buyer's Toolbox AP: Earns the highest ease-of-doing-business score with reviewers at large retail organizations specifically praising the implementation team's retail planning knowledge and the platform's reliable performance across complex, multi-location planning cycles.
  • Increff Merchandising Software: Rated for consistent performance in inventory allocation and replenishment across enterprise retail operations, with strong customer support scores and a configurable platform that adapts to different retail formats without custom development.
  • Getron AI Services (GaiS): Rated for responsive, solution-focused support and a user-friendly interface that enterprise operations teams can use daily without relying on technical staff to interpret AI-driven assortment recommendations.


What is the best-reviewed retail assortment planning software for enterprise app integration?


Assortment planning does not live in isolation  -  it has to pull from POS systems, merchandise financial planning tools, and ERP inventory data. These platforms are consistently cited for the integration depth that enterprise retail deployments require:


  • Board: Rated for its broad integration capabilities across enterprise systems, with native connections to financial planning data and the ability to ingest new retail data sources to support unified assortment and merchandise financial planning on a single platform.
  • SPS Commerce Assortment: A retail network platform rated for connecting supplier data, product content, and assortment information across trading partner systems, giving enterprise retailers a single source of truth for product and inventory data across channels.
  • LEAFIO AI Retail Platform: An AI retail platform rated for integration with ERP and POS systems across enterprise retail networks, combining assortment optimization, replenishment, and inventory data in a connected planning environment.


Which retail assortment planning platform is best for enterprises managing store clustering and localization?


Retailers operating across geographically or demographically diverse store formats cannot run one assortment for all locations. These platforms handle clustering logic, local demand signals, and location-level plan variants at scale:


  • Quant: A cloud retail management platform rated for enterprise store clustering and space planning, combining location-level assortment data with planogram management to help large retail organizations optimize product mix across diverse store formats.
  • Logility Solutions: An AI-first supply chain suite used by enterprise retailers for store cluster analysis and localized assortment optimization, rated for translating demand signals into cluster-specific inventory plans across large retail networks.
  • Getron AI Services (GaiS): Uses AI to automate store and warehouse-level assortment decisions across a retail network, ensuring the right quantities reach the right locations based on localized demand signals without manual intervention at the store level.


Which retail assortment planning software is best for enterprises with omni-channel operations?


Omni-channel retail means the assortment decision no longer separates physical from digital. These platforms unify demand signals from stores, ecommerce, and wholesale in one planning environment:


  • Style Arcade: A fashion retail platform rated by enterprise apparel organizations for connecting buying, merchandising, and digital channel data in a single omni-channel assortment view, enabling range plan decisions grounded in both physical store and ecommerce performance.
  • SPS Commerce Assortment: Centralizes supplier and product assortment data across retail channels, enabling enterprise omni-channel retailers to manage product content, availability, and supplier collaboration from a single platform.
  • Logility Solutions: A market-leading supply chain platform rated for enterprise omni-channel assortment planning, combining demand forecasting, inventory optimization, and store-level allocation into a governed planning environment for large retail organizations.

Last updated on April 27, 2026