# Best Retail Assortment Planning Software - Page 4

## How Many Retail Assortment Planning Software Products Does G2 Track?

**Total Products under this Category:** 75

### Category Stats (Aug 2026)

- **Average Rating:** 4.48/5 (↑0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Logility Solutions (+0.39%) - Among all products in this category, Logility Solutions recorded the largest rating increase compared to last month

_Last updated: August 07, 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
- 75+ 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](https://www.g2.com/categories/retail-assortment-planning/grids.png?focus%5B%5D=112064&focus%5B%5D=115840&focus%5B%5D=71208&focus%5B%5D=1311797&focus%5B%5D=89219)

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)

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[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1453&secure%5Bchosen_at%5D=2026-08-15T08%3A55%3A03Z&secure%5Bdisplayable_resource_id%5D=1453&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1453&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=785&secure%5Bresource_id%5D=1453&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fretail-assortment-planning%3Fpage%3D4&secure%5Btoken%5D=af01c95c18eddea8e64d7b6c34abacd21e9808e6f5db102d6619c0076427490b&secure%5Burl%5D=https%3A%2F%2Fwww.sap.com%2Fdocuments%2F2023%2F06%2Fe4554804-787e-0010-bca6-c68f7e60039b.rc.html%3Fcampaigncode%3DCRM-YD25-CEX-407333%26source%3DCOMMERCE-click-campaign-G2&secure%5Burl_type%5D=custom_url)

### [Centric Planning](https://www.g2.com/products/centric-planning/reviews)

Centric Software® is the AI-innovator behind the market-leading Retail Planning and Analytics platform, Centric Planning™, that is blazing the trail for brands and retailers across the consumer goods industry. Headquartered in the heart of Silicon Valley, Centric Software has shattered the mould to create state-of-the-art AI-driven digital solutions to satisfy the needs of every player in the market, large and small, and supports their mission to develop high-quality products that are on time, on trend and in the right distribution channel. All Centric’s solutions utilize AI technology to support companies in their pursuit to bring sustainable products to market, faster. Centric Planning supercharges retail planning with an AI-driven suite of highly configurable modules that enable planners, merchandisers and buyers to make more informed and strategic choices about assortments, financial targets and inventory allocation. Centric Planning’s interconnected modules are flexible, highly configurable and span the entire retail planning process from pre-season to end-of-season, including; Merchandise Financial Planning, Assortment Planning & Buying, Range Planning (Assortment Strategy & Optimization), Store Allocation & Replenishment, Supply Planning, Wholesale Demand Planning, and the Centric Visual Boards™; Visual Assortment Planning and Visual Omnichannel Showroom. In addition to a native integration to other Centric Software solutions; Centric Planning users can benefit from a wide variety of integrations with 3rd party solutions including PLMs, eCommerce tools, ERPs, PIMs, POS systems, SCM, WMS, 3PL systems and more. Built to be fast, easy and smart; Centric Planning is available via agile deployment and Centric Software’s seamless implementation methodology, ensuring that 100% of customers go live. Centric proudly maintains a 100% Go-Live rate due to its scalable solutions for brands, retailers and manufacturers in six verticals – Fashion & Apparel/Outdoor, Cosmetics & Personal Care, Consumer Electronics, Home & Furniture and Consumer Goods – Centric prioritizes its clients’ growth and business development. Centric is trusted by major brands such as Guess, Bestseller, Replay, Saint Laurent, Trespass, Acne Studios, Triumph, Sloggi, Only, United Colors of Benetton, Gap China, Calvin Klein, Tommy Hilfiger and many more. Centric is proud to provide the best AI-driven solution, backed by the best team to service the best customers.

#### Who Is the Company Behind Centric Planning?

- **Seller:** [Centric Software](https://www.g2.com/sellers/centric-software-d8c48b12-db67-42fe-b798-24afe25eb26f)
- **Year Founded:** 2004
- **HQ Location:** Campbell, CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=11c77751820fe7f3d73e3451a106fe12d031ed280f1d876c3613636bb6c4d8e9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcentric-software%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,422 employees on LinkedIn®

### [Cybex Merchandise Assortment Plan](https://www.g2.com/products/cybex-merchandise-assortment-plan/reviews)

Business Intelligence Module is designed to improve your business decisions, make key choices about inventory, marketing effectiveness, assortment planning, as well as other performance indicators.

#### Who Is the Company Behind Cybex Merchandise Assortment Plan?

- **Seller:** [Cybex Systems](https://www.g2.com/sellers/cybex-systems)
- **Year Founded:** 1986
- **HQ Location:** N/A
- **Twitter:** @CybexSystems  
11 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Digital Wave Technology Native AI Allocation](https://www.g2.com/products/digital-wave-technology-native-ai-allocation/reviews)

Digital Wave Technology’s AI-native Allocation solution operates on a real-time master data foundation that unifies demand signals, inventory positions, and product attributes across channels. This shared foundation enables Agentic AI to reason across the entire network, giving planners a clear, consistent view of where inventory will perform best and how allocation decisions should adapt as conditions change. Rather than relying on static rules or periodic re-plans, Allocation uses layered intelligence to support continuous execution. Traditional AI models analyze demand patterns, sell-throughs, and performance history. Generative AI supports scenario exploration and explains recommendations. Agentic AI monitors inventory flow in real time, watching for demand shifts, supply disruptions, and execution risk, then guiding planners toward timely adjustments before issues impact margin or availability. This agent-driven approach moves allocation from reactive distribution to ongoing, adaptive decision-making. Intelligent agents surface exceptions, highlight imbalances across channels, and recommend actions as conditions evolve, reducing manual intervention while preserving planner control. Key Capabilities - Demand-Driven Allocation: Allocate inventory based on real-time demand signals and sell-through potential, guided by intelligent agents. - Multi-Channel Optimization: Balance allocation across stores, ecommerce, and marketplaces with continuous AI oversight. - Agentic Decision Guidance: Surface risks, exceptions, and opportunities as they emerge, enabling faster course correction. - Scenario Modeling and Flexibility: Test and adjust allocation strategies dynamically as demand or supply changes. - End-to-End Integration: Connect seamlessly with Assortment Planning, Merchandise Financial Planning, Replenishment, and Purchase Order Management. - Unified Platform Architecture: One data model and shared workflows align merchandising, supply chain, and digital teams. With Digital Wave’s Allocation solution, organizations move beyond periodic planning to intelligent, agent-guided execution. Inventory decisions become faster, more precise, and continuously aligned to business goals—protecting margins while delivering consistently strong customer experiences.

#### Who Is the Company Behind Digital Wave Technology Native AI Allocation?

- **Seller:** [Digital Wave Technology](https://www.g2.com/sellers/digital-wave-technology)
- **HQ Location:** Ponte Vedra Beach, Florida, United States
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=16e82e2b807a099bb1e15c37b51194c5fcfcc63051743ed221d749c05e4ab9f3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdigitalwavetechnology&secure%5Burl_type%5D=linkedin_company_website)  
100 employees on LinkedIn®

### [Digital Wave Technology Native AI Assortment Planning](https://www.g2.com/products/digital-wave-technology-native-ai-assortment-planning/reviews)

Digital Wave Technology’s AI-native Assortment Planning solution helps retailers and consumer brands design, evaluate, and continuously refine assortments that align with demand, financial goals, and customer expectations. Built on the AI-native ONE® Platform, the solution connects assortment strategy directly to real-time master data, so plans stay grounded in current performance and inventory realities. Assortment Planning supports both pre-season strategy and in-season optimization. Planners gain a unified view of products, locations, demand signals, and financial targets in one system, eliminating fragmented tools and manual reconciliation. Because the solution is natively connected to Merchandise Financial Planning, Allocation, Replenishment, and Purchase Order Management, assortment decisions move seamlessly from planning to execution. Rather than relying solely on static plans or one-time analyses, Agentic AI monitors performance, detects emerging gaps or redundancies, and helps guide planners toward timely adjustments within defined business rules. This allows teams to respond faster to shifts in demand while maintaining control over assortment strategy. Key Capabilities - Demand-Driven Localization: Build localized and channel-specific assortments using real-time demand signals and shopper behavior. - Agentic AI for In-Season Guidance: Automatically surface recommendations when assortments underperform or inventory risk increases. - Automated Store Grading: Rank stores dynamically by performance and potential to support SKU allocation and rationalization. - Visual SKU Rationalization: Identify gaps, overlaps, and inefficiencies across the assortment with intuitive visual tools. - Attribute-Level Planning: Balance brand, size, color, and category mix while staying aligned to financial targets. - Unified Platform Architecture: One data model and shared workflows across planning and execution systems. Digital Wave’s Assortment Planning solution helps organizations reduce overstock and understock risk, improve inventory productivity, and align teams around a single version of the truth. With Agentic AI guiding decisions on trusted data, assortments stay relevant, responsive, and profitable at scale. Request a demo to see how AI-native assortment planning turns strategy into action.

#### Who Is the Company Behind Digital Wave Technology Native AI Assortment Planning?

- **Seller:** [Digital Wave Technology](https://www.g2.com/sellers/digital-wave-technology)
- **HQ Location:** Ponte Vedra Beach, Florida, United States
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=16e82e2b807a099bb1e15c37b51194c5fcfcc63051743ed221d749c05e4ab9f3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdigitalwavetechnology&secure%5Burl_type%5D=linkedin_company_website)  
100 employees on LinkedIn®

### [Digital Wave Technology Native AI Merchandise Financial Planning](https://www.g2.com/products/digital-wave-technology-native-ai-merchandise-financial-planning/reviews)

Digital Wave Technology’s AI-native Merchandise Financial Planning (MFP) solution helps retailers and consumer brands plan, monitor, and adjust sales, inventory, and margin targets with confidence. Built on the AI-native ONE® Platform, MFP connects financial planning directly to real-time master data, so plans stay aligned with actual performance and execution. MFP supports the full planning cycle, from top-down seasonal targets to in-season adjustments. Sales, receipts, inventory, and margin plans are managed in one unified environment, eliminating disconnected spreadsheets and siloed tools. Because MFP is natively connected to Assortment Planning, Allocation, Replenishment, and Purchase Order Management, teams operate from a single, trusted source of truth. Instead of relying only on static plans or manual analysis, Agentic AI continuously monitors performance against plan, detects emerging risks or opportunities, and helps guide next actions within defined planning guardrails. This allows teams to respond faster to demand shifts while maintaining control and financial discipline. Key Capabilities - AI-Driven Demand Forecasting: Use Agentic AI and Generative AI to build responsive financial plans based on demand signals, historical performance, and evolving trends. - Agentic AI for In-Season Guidance: Monitor variances automatically and surface recommended adjustments to sales, receipts, and inventory targets. - Real-Time Planning Updates: Keep plans synchronized as conditions change, without manual rework or delays. - Configurable Planning Grids: Align planning views to your product hierarchies, channels, and business model. - Integrated Markdown Planning: Manage profitability across the full lifecycle, from full-price selling through clearance. - Unified Platform Architecture: One data model and shared workflows across planning and execution systems. Digital Wave’s MFP helps organizations reduce inventory risk, improve margin outcomes, and keep teams aligned as markets change. With Agentic AI guiding decisions on trusted data, planning becomes faster, more accurate, and easier to execute at scale. Schedule a demo to see how AI-native MFP turns financial plans into real-time action.

#### Who Is the Company Behind Digital Wave Technology Native AI Merchandise Financial Planning?

- **Seller:** [Digital Wave Technology](https://www.g2.com/sellers/digital-wave-technology)
- **HQ Location:** Ponte Vedra Beach, Florida, United States
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=16e82e2b807a099bb1e15c37b51194c5fcfcc63051743ed221d749c05e4ab9f3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdigitalwavetechnology&secure%5Burl_type%5D=linkedin_company_website)  
100 employees on LinkedIn®

### [DigitShelves](https://www.g2.com/products/digitshelves/reviews)

DigitShelves is a smart shelving solution developed by Digit7, designed to enhance retail operations using advanced technologies such as weight sensors, IoT (Internet of Things), and artificial intelligence. This system provides real-time inventory tracking and management by detecting product movement and weight changes on the shelves, supporting retailers in maintaining optimal stock levels and minimizing both overstocking and stockouts.

#### Who Is the Company Behind DigitShelves?

- **Seller:** [Digit7](https://www.g2.com/sellers/digit7)
- **Year Founded:** 2021
- **HQ Location:** Richardson, Texas
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=57a95d5bf79cb2bd680faa93d12122ab9d23c2002bd74c41d302bb1e952eea77&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdigit7-labs%2F&secure%5Burl_type%5D=linkedin_company_website)  
69 employees on LinkedIn®

### [DotActiv](https://www.g2.com/products/dotactiv/reviews)

DotActiv offers all-in-one category management software that allows users to automate the creation of data-driven planograms, localised assortment and floor plans, and retail analytics. DotActiv also offers category management services underpinned by outstanding customer service, innovative software and a tried and tested methodology. With DotActiv software or services, retailers can drive category performance and improve in-store experiences while suppliers can gain influence over shelf space positioning and allocation.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate DotActiv?

- **Ease of Use:** 8.3/10 (Category avg: 9.1/10)

#### Who Is the Company Behind DotActiv?

- **Seller:** [DotActiv](https://www.g2.com/sellers/dotactiv-5446f39d-f548-42f7-a4be-8269c400bd48)
- **Year Founded:** 2001
- **HQ Location:** Cape Town, ZA
- **Twitter:** @DotactivGroup  
130 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c02932a4cb391ad2aa1aab697d1100510066f978f003e41df0c5ef04b2b0f57f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F5076773%2F&secure%5Burl_type%5D=linkedin_company_website)  
106 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Are Recent G2 Reviews of DotActiv?

**["My DotActiv Review"](https://www.g2.com/survey_responses/dotactiv-review-7751688)**

**Rating:** 4.5/5.0 stars

_— John E._

[Read full review](https://www.g2.com/survey_responses/dotactiv-review-7751688)

### [dunnhumby Assortment](https://www.g2.com/products/dunnhumby-assortment/reviews)

dunnhumby Assortment is an end-to-end solution designed to help retailers optimise their product assortments efficiently, tailored to their customers' purchasing decisions. Leveraging AI-powered data science, dunnhumby Assortment delivers space-aware localised assortment recommendations at scale, enabling retailers to create customer-centric product ranges that boost sales and maximise profitability. With dunnhumby Assortment, retailers can make more informed assortment decisions by integrating behavioural data with space-aware recommendations, offering customers better choices. Key benefits for retailers include: • Store-specific ranges that appeal to local shoppers using behavioural insights • Optimised store layouts with AI-driven, space-aware recommendations • Reduced manual effort and streamlined processes through automated planogramming • Enhanced collaboration between retailers and suppliers • Increased sales through effective commercial negotiations by commercial teams Assortment also enhances team collaboration and simplifies the assortment process by providing in-depth insights, shortening the critical path to store-level planograms with built-in automation, and enabling on-the-fly optimisation.

#### Who Is the Company Behind dunnhumby Assortment?

- **Seller:** [dunnhumby](https://www.g2.com/sellers/dunnhumby)
- **Year Founded:** 1989
- **HQ Location:** Brook Green, GB
- **Twitter:** @dunnhumby  
9,467 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c1fa69f004580dccaf9c774084709c871936f5744d54d1d73c0b793ae8d8fe8a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdunnhumby&secure%5Burl_type%5D=linkedin_company_website)  
2,959 employees on LinkedIn®

### [Eyrene](https://www.g2.com/products/eyrene/reviews)

Eyrene is a SaaS for automatically recognizing goods on the shelves in retail food chains. This solution reduces the time of the merchandiser's visit to the point of sale since there is no need to count the goods manually, but it is enough to take a few photos.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Eyrene?

- **Ease of Use:** 10.0/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Eyrene?

- **Seller:** [Eyrene](https://www.g2.com/sellers/eyrene)
- **Year Founded:** 2020
- **HQ Location:** Yerevan, AM
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1100f9a15c80bff49634e0df305e144af59a25247507dfc47e4640456a341391&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Feyrene&secure%5Burl_type%5D=linkedin_company_website)  
8 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Eyrene?

**["Increases the visibility of products in supermarkets"](https://www.g2.com/survey_responses/eyrene-review-10592545)**

**Rating:** 5.0/5.0 stars

_— Shivasubramanian A._

[Read full review](https://www.g2.com/survey_responses/eyrene-review-10592545)

### [Flieber](https://www.g2.com/products/flieber/reviews)

Flieber’s multichannel inventory planning platform helps modern commerce brands make better decisions, faster. With Flieber, brand operators can embrace the power of data-driven decisions without the hassle of handling countless spreadsheets. Our system connects to your sales, inventory and supply chain data, and leverages AI to provide in real time: - AI-based omni-channel demand forecasting - Multichannel inventory forecasting - Replenishment recommendations consolidated at the warehouse level - Purchase/Transfer simulation for better scenario modeling - And many more. Unlike other systems, Flieber isn’t limited to a specific use case or platform. It’s purpose-built to handle the intricacies of every channel under one easy-to-use system—and it doesn’t break when you need to add non-typical use cases such as: - Intricate supply chains - Multiple SKUs combined into the same product - Kits/bundles - Preorders/backorders And many others. Brands that use Flieber see on average\*: - 38% increase in sales - 62% reduction in stockouts - 17% reduction in inventory levels - 88% less time spent on inventory decisions \* Numbers based on real customers that have used Flieber for at least 12 months. Created by experienced e-commerce entrepreneurs that lived through the pain of building a $12M+/year brand, Flieber is the only inventory planning platform developed to simplify operations and unlock growth. With headquarters in New York (USA), Flieber is backed by renowned world-class VCs such as GGV, Monashees, Cherubic, AME, Propel, among others. The company is bringing a fresh perspective to the biggest and hardest problem in global commerce: inventory. With customers in 15+ countries, Flieber’s platform currently manages over 3M SKUs across dozens of sales channels.

**Average Rating:** 4.7/5.0

**Total Reviews:** 30

#### How Do G2 Users Rate Flieber?

- **Ease of Use:** 9.1/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Flieber?

- **Seller:** [Flieber](https://www.g2.com/sellers/flieber)
- **Company Website:** www.flieber.com
- **Year Founded:** 2019
- **HQ Location:** New York, US
- **Twitter:** @FlieberInc  
54 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8057506b42b90ce3ccd1a7faafd4b870c6c17f2f296102a0f6da3a962495f6d9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fflieber&secure%5Burl_type%5D=linkedin_company_website)  
15 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Consumer Goods, Logistics and Supply Chain
- **Company Size:** 53% Small, 33% Medium

#### What Do G2 Reviewers Say About Flieber?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise Flieber's **amazing customer support** , emphasizing their responsiveness and partnership in managing complex projects effectively.
- Users appreciate the **ease of use** of Flieber, allowing for quick setup and efficient management of their business.
- Users value the **forecasting accuracy** of Flieber, which simplifies replenishment planning and enhances overall efficiency.
- Users commend Flieber for its **superior forecasting accuracy** and seamless management of sales channels, enhancing efficiency.
- Users value Flieber for its **seamless inventory management** , which enhances forecasting accuracy and integrates well with sales channels.

##### Cons

- Users note that the **steep learning curve** of Flieber reflects its complexity in demand forecasting and supply chain management.
- Users find the **steep learning curve** of Flieber challenging, reflecting its complex demand forecasting and supply chain features.
- Users find the **steep learning curve** challenging, but it's understandable given the complexity of demand forecasting.
- Users find the **difficult learning** curve challenging, but acknowledge the complexity of demand forecasting justifies it.
- Users find the **steep learning curve** challenging, reflecting the complexity of Flieber's demand forecasting features.

#### What Are Recent G2 Reviews of Flieber?

**["Great Product and Team to work with"](https://www.g2.com/survey_responses/flieber-review-11597180)**

**Rating:** 5.0/5.0 stars

_— matt@unybrands.com N._

[Read full review](https://www.g2.com/survey_responses/flieber-review-11597180)

**["Flieber has been a game-changer for our operations and is helping us make better decisions."](https://www.g2.com/survey_responses/flieber-review-11534257)**

**Rating:** 5.0/5.0 stars

_— Caio O._

[Read full review](https://www.g2.com/survey_responses/flieber-review-11534257)

### [Hypertrade](https://www.g2.com/products/hypertrade/reviews)

Hypertrade is a well-established retail tech company founded in 2005, powered by retail experts, consultants, data scientists, and technologists. With retail expertise across Asia, Africa, and the Middle East, we guide CPG brands and retailers through digital and data transformation. Our AI-driven SaaS solutions simplify, automate, and optimize key retail processes: · Replenishment: Automate ordering with AI-driven replenishment · Category Management: Utilizing AI-based automatic decision systems and leveraging predictive and prescriptive analytics for business processes focused on financial gains · Planogram Optimization: AI-powered planogram building and optimization · Assortment Optimization: Refine product assortment using AI and shopper preferences · Promotion Workflow Automation: Automate promotion material production from leaflets to ads · Customer Intelligence: Gain insights into shopper behavior and customer segmentation · Data transformation: Centralized platform to aggregate and harmonize data from multiple retailer sources Hypertrade's centralized data platform harmonizes siloed data for real-time analytics. Our solutions deliver actionable insights, predict trends, and drive measurable results through automation, integration with existing systems, and end-to-end consulting support.

#### Who Is the Company Behind Hypertrade?

- **Seller:** [Hypertrade](https://www.g2.com/sellers/hypertrade-494eb8fb-2bb9-4c8b-8fc2-07f3c06cada5)
- **Year Founded:** 2005
- **HQ Location:** Bangkok, TH
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c7182881e0640c449cbeb7087f73624bec2e11b38cfb48ba5f10ca6ba0fb1543&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhpt-ariane&secure%5Burl_type%5D=linkedin_company_website)  
34 employees on LinkedIn®

### [IG&H Quantivate](https://www.g2.com/products/ig-h-quantivate/reviews)

IG&H Quantivate is an integrated retail solution that includes forecasting, replenishment and pricing. With of state-of-the-art data science capabilities, IG&H Quantivate helps you to fully optimize your operational and commercial execution. Get a holistic perspective on your demand planning: Predict, Plan and price – all in one solution suite.

#### Who Is the Company Behind IG&H Quantivate?

- **Seller:** [IG&H](https://www.g2.com/sellers/ig-h)
- **Year Founded:** 1988
- **HQ Location:** Utrecht, Utrecht, Netherlands
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7882c77fad2d6a17e91c690de76a775e7282e53548b2475fc5ceacb9c9c30e68&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fig%2526h&secure%5Burl_type%5D=linkedin_company_website)  
380 employees on LinkedIn®

### [invent.ai AI-Decisioning Platform](https://www.g2.com/products/invent-ai-ai-decisioning-platform/reviews)

𝗜𝗻𝘃𝗲𝗻𝘁.𝗮𝗶 𝗲𝗻𝗮𝗯𝗹𝗲𝘀 𝗶𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝘁 𝗿𝗲𝘁𝗮𝗶𝗹 𝗱𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝗶𝗻𝗴 𝘁𝗵𝗮𝘁 𝗱𝗿𝗶𝘃𝗲𝘀 𝗿𝗲𝘃𝗲𝗻𝘂𝗲 𝗴𝗿𝗼𝘄𝘁𝗵, 𝗺𝗮𝗿𝗴𝗶𝗻 𝗶𝗺𝗽𝗿𝗼𝘃𝗲𝗺𝗲𝗻𝘁 𝗮𝗻𝗱 𝗶𝗻𝘃𝗲𝗻𝘁𝗼𝗿𝘆 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝘃𝗶𝘁𝘆. Invent.ai’s AI-decisioning platform turns hundreds of internal and external demand signals into real-time, revenue-optimized decisions across forecasting, planning, inventory and pricing, automatically executing them across the merchandise lifecycle for meeting customer demand. Retailers see measurable financial gains within months, including comp growth, EBIT improvement and increased revenue, all validated with machine learning and historical data analyses. Invent.ai’s AI-decisioning platform includes: 𝗙𝗼𝗿𝗲𝗰𝗮𝘀𝘁𝗶𝗻𝗴 Delivers more accurate, revenue-focused forecasts with intelligent decisioning that helps demand planners continuously adapt as (hundreds of) demand signals evolve. Invent.ai combines long- and short-term demand forecasting, demand sensing, open-to-buy forecasting and financial planning—helping retailers improve forecast accuracy, align inventory to demand and plan with confidence across all product portfolio management needs: top-down, bottom-up and middle-out. 𝗣𝗹𝗮𝗻𝗻𝗶𝗻𝗴 Transforms planning from static, rules-based processes into clear, explainable and actionable decisions. Invent.ai supports assortment, collection, item and range planning as part of supply chain management, along with size and pack optimization, clustering and buy planning—helping retailers balance customer demand, financial targets and operational constraints, growing despite market trends while also reducing manual effort. 𝗜𝗻𝘃𝗲𝗻𝘁𝗼𝗿𝘆 Optimizes inventory placement and flow across every channel. Invent.ai enables intelligent allocation, replenishment, transfers, rebalancing, omni-fulfillment optimization, phantom inventory mitigation and returns positioning—helping retailers reduce over- and under-stocking, improve availability and increase inventory productivity. 𝗣𝗿𝗶𝗰𝗶𝗻𝗴 Protects margin and improves sell-through with intelligent pricing decisions across the product lifecycle, invent.ai supports competitive pricing, dynamic pricing, promotion optimization and markdown optimization—allowing retailers to respond to market conditions in real time while maximizing revenue and profitability. Invent.ai is an advanced AI-decisioning platform, built around the end-to-end demand planning process. We create more efficient and accurate product assortment, sales forecasts, product lines and more with our proprietary AI technology with a strong root in retail analytics. Our history and statistical forecasting that protects retail margin at every level is key to effective demand planning, inventory management and pricing needs.

**Average Rating:** 4.0/5.0

**Total Reviews:** 1

#### Who Is the Company Behind invent.ai AI-Decisioning Platform?

- **Seller:** [invent.ai (formerly Invent Analytics)](https://www.g2.com/sellers/invent-ai-formerly-invent-analytics)
- **Company Website:** www.invent.ai
- **Year Founded:** 2013
- **HQ Location:** Philadelphia, PA USA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c75bf403570ae5c617285deaa351c4be947bef7798a6869147c704019aab83b8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finvent-analytics&secure%5Burl_type%5D=linkedin_company_website)  
327 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Do G2 Reviewers Say About invent.ai AI-Decisioning Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **forecasting accuracy** of invent.ai, enhancing demand forecasting and inventory management for smaller businesses.
- Users value the **single and straightforward solution** for inventory management and order fulfillment in small businesses.
- Users value the **time-saving** features of invent.ai, streamlining demand forecasting and inventory management seamlessly.

##### Cons

- Users note the **lack of import/export management** and EDI format, limiting cross-business communications and integration.

#### What Are Recent G2 Reviews of invent.ai AI-Decisioning Platform?

**["OmniAI for Management"](https://www.g2.com/survey_responses/invent-ai-ai-decisioning-platform-review-7482186)**

**Rating:** 4.0/5.0 stars

_— Sajal R._

[Read full review](https://www.g2.com/survey_responses/invent-ai-ai-decisioning-platform-review-7482186)

### [jahanVerse](https://www.g2.com/products/jahanverse/reviews)

jahanVerse is a cloud-based and AI-enabled twin platform that optimizes demand forecasting, pricing, promotion, and assortment planning for retailers and supply chain businesses. The platform creates a virtual model of physical systems and processes to mirror operations as well as predict, learn, and optimize decisions. Key capabilities include holistic process replication, scenario planning through risk-free simulations, and AI-driven optimization and forecasting. The platform brings together multiple models into one interface to provide complete visibility while leveraging AI to enhance decision-making.

#### Who Is the Company Behind jahanVerse?

- **Seller:** [jahan.ai](https://www.g2.com/sellers/jahan-ai)
- **HQ Location:** Melbourne, AU
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0b419671fdddcc743e22d41ab1a9decc379a2a421d449feddada8a01d3e27348&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fjahan-ai&secure%5Burl_type%5D=linkedin_company_website)  
42 employees on LinkedIn®

### [Limitless Insights](https://www.g2.com/products/limitless-insights/reviews)

Limitless provides a location aware data platform that combines location store & social data in a light to no touch cloud platform. By combining location and sales data limitless connects the customer in store to their transactions. Also digitising the customer experience and driving digital campaigns to physical redemption.

**Average Rating:** 3.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Limitless Insights?

- **Ease of Use:** 6.7/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Limitless Insights?

- **Seller:** [Limitless Insights](https://www.g2.com/sellers/limitless-insights)
- **Year Founded:** 2017
- **HQ Location:** BELFAST, GB
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=58238d1a832dba4ee8270f1c84913ebff9edb2b472867175fdbe634550182c8a&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flimitless-insight&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are G2 Users Discussing About Limitless Insights?

- [What is Limitless Insights used for?](https://www.g2.com/discussions/what-is-limitless-insights-used-for)

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[Browse Retail Assortment Planning Themes](/categories/retail-assortment-planning/themes)

 ![Subhransu Sahu](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Subhransu Sahu")
SS

Researched and written by [Subhransu Sahu](https://research.g2.com/insights/author/subhransu-sahu)

Updated October 3, 2024

Retail assortment planning software helps offline retailers create an in-store merchandise mix (type of merchandise) and depth (number of SKUs or items within each category) that meets customer expectations and demand. It helps capture maximum sales by placing the right assortment at the right store. Retail assortment planning software gathers and analyzes information on customer preferences, past purchase behavior, and their response to discounts and promotions to help stock the right inventory for each store.

Retail assortment planning software can be used in conjunction with [retail POS software](https://www.g2.com/categories/retail-pos) and [inventory control software](https://www.g2.com/categories/inventory-control) to capture and analyze store-level data like sales data, customer data, and inventory-level data required for assortment planning of each store. Retail assortment planning software also has some capabilities to check and reduce out-of-stocks, prevent stock-outs, and identify bestsellers to facilitate better inventory planning and buying decisions.

To qualify for inclusion in the Retail Assortment Planning category, a product must:

- Help retailer and merchandiser to plan and execute optimal merchandise mix for an individual store
- Create an assortment plan across each category at the product and SKU level
- Enable users to stock the right inventory based on past, present, and future demand
- Act as a comprehensive, single repository of inventory data from all sales channels
- Identify out-of-stock, overstocking or understocking, and bestsellers
- Include analytics and reporting features to facilitate better merchandising decisions

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