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Assortment Planning and Management Report

An outlook on the integrated planning process and assortment management systems to improve customer localization and profitability.

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Organizations are looking for retail assortment planning capabilities and management software with natural integration and scalability. The extent of this solution should encompass global access and scalability.

Additionally, the solution should offer integrated planning for performance marketing and merchandising capabilities, provide customer-centric assortments, drive real-time pricing and promotion modeling and localized recommendations, and must provide global support.

This custom vendor landscape is intended to provide a retail planning outlook, and a shortlist of viable vendors to aid organizations in discovering the Assortment planning software market.

Our Advice

Critical Insight

  • Localization is the primary business factor behind the increasing number of assortment planning and management initiatives and technology investments.
  • Organizations must carefully think through their localization strategy when expanding globally, which may include assortment planning, operating in multiple languages, working with local logistics partners and e-commerce marketplaces, and tailoring marketing strategies for local social media and digital channels.

Impact and Result

A strategic view of retail planning and intelligent assortment management processes and systems improves customer choice and profitability.


Assortment Planning and Management Report Research & Tools

1. Assortment Planning and Management Report – An outlook on integrated planning process and assortment management systems to improve customer localization and profitability.

Understand assortment planning and management capabilities.

This deck provides an integrated planning outlook and a short list of viable vendors to aid organizations in discovering assortment planning systems.

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Assortment Planning and Management Report

Core Industry Technologies and Software Selection

Understanding the current outlook

Objective

Vendor Criteria

  • Evaluate assortment planning capabilities and management software with natural integration and scalability. The extent of this solution should also encompass global access.
  • Offer integrated planning for performance marketing and merchandising capabilities, provide customer-centric assortments, drive real-time pricing and promotion modeling and localized recommendations, and provide global support.
  • Provide a planning outlook and a short list of viable vendors to aid organizations in discovering the assortment planning software market.

In evaluating the market space for assortment planning software, Info-Tech’s analysts looked at the following vendor attributes:

  • Breadth and depth of capabilities
  • Vendor footprint (market presence, share of mind, stability, and long-term viability/investments)
  • Automation and integration expertise
  • Customization potential and ease of use
  • Pricing transparency

Selection Rigor Matters

Organizations need to carefully think through their localization strategy when expanding globally, which may include assortment planning, operating in multiple languages, working with local logistics partners and e-commerce marketplaces, and tailoring marketing strategies for local social media and digital channels.

Defining assortment planning software

Market Definition

Key Trends

An assortment planning and management solution aids in creating consumer-centric plans through a comprehensive grouping of planning and execution processes that links merchandise planning with purchasing, allocation, and replenishment through continual validation against strategic goals.

Localization is the primary business factor behind the increasing number of assortment planning management initiatives and technology investments.

Presetting these processes not only saves the enterprise time and labor gathering and understanding large amounts of data; it also speeds up pricing and promotion and exploits the merchandise financial outlook for the enterprise. With greater assortment visibility, the organization can improve its decision-making and reduce localization risk.

Assortment management software can be deployed on-premises or as a SaaS-based model. However, the SaaS-based model is increasingly attractive because it enables organizations to save further time and labor hours by outsourcing support and maintenance.

The image contains a screenshot of a bar graph that depicts key trends.

Source: Statista, 2022.

Leading end-to-end practice process

The image contains a diagram that demonstrates leading end-to-end practioce process.

End-to-end planning applications

The image contains a diagram that highlights the plan for the end-to-end-planning applications.

Integrated planning approach

Planning

Integrated Strategic Planning

1. Merchandise Planning 2. Channel Clustering 3. Assortment Planning 4. Location Planning 5. S&OP Demand Planning 6. Digital & Social Media Planning 7.Price, Promotion
Markdown Planning
  • Develop integrated merchandise plans down to sub-class/ product-level
  • Forecast the weekly plan for sales, stock, and intake to control purchases and flow of product
  • Cluster channels, stores and locations based on similar attributes, customer behaviors
  • Create merchandise categories based on groups and allocate stock based on pricing and promotions
  • Assign products to stores, locations, or channel clusters
  • Plan sales for each cluster by product/by week
  • Refine Assortments continually throughout the season
  • Assign floor space/location to a product category
  • Assign shelf space/location to a product/sub-category
  • ‘Brokering’ space between categories to optimize store- or cluster-level product mix
  • Determine future demand using statistical forecasting tools and allocate and replenish stock
  • Align statistical sales forecasts with merchandise plans to develop
    “consensus plan”
  • Build a digital media marketing plan and calendar to drive advertising campaigns
  • Select and purchase media for campaigns
  • Execute mass media marketing campaigns and track them with the right metrics.
  • Integrate promotions & advertising
  • Implement price controls by setting and maintaining prices across the range
  • Execute profitable promotions and maximizing markdown margin

Top-level features

Feature Name

Description

Item planning and target creation

Pre-season and in-season planning with financial indicators that include sales, markdown, receipts, inventory, gross margins, and open-to-buy.

Channel clustering and segmentation

Grouping of channels, stores, and locations into clusters based on similar key attributes for category or customer behaviors.

Range plan and roll-up

Ensure assortments match consumer demand and provide assortments to customer preferences.

Item creation commitments

Create complex item management capabilities, including setup and maintenance of the item descriptions and attributes, weights, and dimensions.

Demand forecasting

Provide planning forecasts for short-, mid-, and long-term assortment models with little human involvement.

Order management and reconciliations

Facilitate the order management process across management suppliers.

Allocation rationalization

Use of sales demands forecast and stockholding to drive allocation and replenishment.

Application automation (AI)

Applications leverage embedded science, AI, and automation to provide an effective assortment strategy to maximize return on investment.

Analytics, reporting, and dashboards

Access to real-time dashboards and data interpretation, which can be exported as reports in a range of formats.

Vendor Quadrant

This quadrant is an unbiased overview of the landscape. The results are based on the expert opinion of the analyst and detailed secondary research.

The image contains a screenshot of the vendor quadrant.

Legend

Vendor Functionality

Does the vendor have a substantial breadth and depth of capabilities in the assortment management software space?

Vendor Footprint

How big is the vendor? What’s the viability of the vendor? And do they have a valid roadmap?

Key players

Info-Tech identified platforms applicable to the use case. The platforms are listed in alphabetical order.

Analyse2

Offers cloud-based SaaS automated solution with robust product features.

Infor

Offers an intelligent supply chain and merchandising enterprise SaaS suite.

First Insight

Offers SaaS assortment solution with predictive analytic models.

Just Enough

Provides globally supported mid to large-market assortment solutions.

Blue Yonder (JDA)

Offers integrated innovative planning and assortment execution enterprise solutions.

Logility

Provides SaaS planning solutions that aid small, medium, and large companies.

O9 Solutions

Delivers cloud-based assortment planning, analytics, and data platforms to enterprises.

Oracle

Large vendor; provides integrated, single view of the enterprise planning and execution.

SAS

Provides integrated planning with advanced business intelligence and analytics.

SAP SE

Large vendor; mature real-time end-to-end (E2E) integrated automated solution.

Symphony

Provides E2E intelligent assortment planning and optimization solutions.

TXT e-solution (Aptos)

E2E integrated assortment suite; Intelligent visual planning in-memory computing.

Analyse2

Vendor Name

Headquarters

Employees

Presence

Analyse2

Espoo, Finland

51 - 200

Private

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Product features – A software-as-a-service solution which automates the right product to suitable locations. Robust product features like sales, pricing, and execution, in addition, show improvement opportunities.
  • Analytics and insights management – Established categories which show the potential of the category as well as its sales and development.
  • Supports retailer-supplier collaboration to build on shopper needs, targets the right market cluster, and appropriately allocates each category.
  • Customer reviews show loyalty – Customers have seen a 3% point increase in gross margin, a 5% increase in sales, a 25% increase in customer loyalty and an 80% reduction in time for assortment planning.
  • Limited global presence – Currently has offices in Finland, Sweden, Denmark, Mexico, the U.S., and Brazil.
  • Needs to prioritize other sectors – Has a significant presence in the fast-moving consumer goods (FMCG) business and food retail.
  • Lack of patents and other standard intellectual property.

Opaque (request quote)

Recommendation

Analyse2 provides assortment management solutions for food retailers and their suppliers. It would provide an excellent assortment planning solution providing consulting, analysis, and clustering segmentation services that integrate insights and consumer trends. This software solution has a greater adoption rate for fast-moving consumer goods and retail food businesses.

Infor

Vendor Name

Headquarters

Employees

Presence

Infor

NY, USA

17,000+

INFOR: NYSE

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Product suite – Infor provides a SaaS suite for commerce, supply chain networking, and merchandising decisions to retailers, wholesalers, and brands.
  • Cloud deployment – Infor customers can deploy its solutions on a private cloud, Microsoft Azure, or Amazon Web Services.
  • Broad portfolio – As part of the merchandising suite, they also provide solutions for planning, pricing, demand forecasting, and replenishment to retailers and wholesalers.
  • Advanced analytics automation in assortment management application processes, including multiple solvers, machine learning, and NLP.
  • Future roadmap – Focuses on increasing intelligent process automation, AI, ML demand forecasting engine, and real-time collaborative planning across suppliers, retailers, and channels.
  • Largely active in the U.S. market – It is expanding its geographical reach rapidly in EMEA and APAC regions, countries to scale in the tier-1 market where customers are located. .

Opaque (request quote)

Recommendation

Infor (which was acquired by Koch Industries in early 2020) provides SaaS business applications built for the cloud to enable analytics and artificial intelligence-led user experience for merchandising brands, retailers, and wholesalers. Consider this vendor when seeking a suite with E2E digital omnichannel process automation proficiencies and advanced real-time capabilities for driving transformation and progress across the enterprise.

First Insight

Vendor Name

Headquarters

Employees

Presence

First Insight

PA, USA

51 – 100

Private

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Best product performance for new items – First Insight's SaaS assortment solution offers retailers and fashion brands insight into expected product performance and optimal entry price points for new items with no sales history, all within 48-72 hours.
  • Predictive analytics models filter and weigh consumer input, ensuring that retailers and brands listen to the right consumers.
  • Uses real-time data analytics and customer feedback to optimize product assortments identification and design cost investment decisions.
  • Helps drive margin gains for retail brands by showing them which products can fetch a higher price than planned with Margin Mover.
  • Offerings are for small and emerging enterprises. Essentially, review customer support and implementation capabilities during the RFP and contractual process to ensure adequate understanding and commitment.
  • Need to focus on training and customer support. Even though their big data scalable platform enables thousands of consumers to evaluate hundreds of new products through gamification and crowdsourcing.

Opaque (request quote)

Recommendation

Consider First Insight’s assortment solution when seeking predictive analytics and machine learning capabilities to align customer preferences for new products. Their clientele includes some of the world’s leading vertically integrated brands, sports goods, department stores, mass merchant retailers and wholesalers.

Just Enough

Vendor Name

Headquarters

Employees

Presence

Just Enough

Irvine, CA, USA

101 – 250

Private

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Guided localization –Just Enough’s assortment planning solution guides you through the process of creating localized assortments based on financial objectives.
  • Automated planning feature – Enables building out assortment plans automatically, helps identify segment customers by their propensity to buy, and incorporates demographic, geographic, psychographic, and social data via access to the central data repository.
  • Cloud deployment – Just Enough is one of the vendors that support AWS, Google and Microsoft cloud implementations.
  • Strong international support footprint and a variety of customers around the globe.
  • Future roadmap – Focuses on adding intelligent cashflow forecasting, AP automation, additional country extensions, and additional industry-specific functionality.
  • Sales and support – Areas of improvement include the provision of solid sales and deployment support, technical support, and training and documentation.

Opaque (request quote)

Recommendation

Just Enough offers planning software applications for retail, wholesale, and direct-to-consumer businesses to forecast customer demand; plan assortments, allocations, and inventory; and shape demand with markdowns and promotions. Consider this solution when looking for globally supported midmarket and large solutions that encompass a broad set of industries and a large spectrum of ecosystem partners.

Blue Yonder

Vendor Name

Headquarters

Employees

Presence

Blue Yonder

AZ, USA

5001 – 10000+

Private

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Unified planning and execution – A cloud-based offering via its partnership with Microsoft on the Azure platform. Integrates the merchandise financial planning process with the downstream execution systems. It also has an extensive global implementation footprint.
  • Single view of assortments – Visualizes a complete season with a holistic view of product offerings and quantitatively measures at aggregated levels like class or category.
  • Intelligent, localized assortments – Aligns with customer preferences and has scoring-based recommendations on groups for better localization.
  • Enhanced Assortment Frameworks – It leverages AI ML for predictions and leverages multiple data analytics insights to build a firm conceptual plan.
  • Future roadmap – Focuses on investments in modernizing its legacy applications and strengthening its ML capabilities.
  • Lacks packaged integrations with standard ERPs

Opaque (request quote)

Recommendation

Blue Yonder (which was acquired by Panasonic in 2021) provides integrated planning and execution software solutions worldwide. Consider Blue Yonder to provide endless innovation and continuous improvement that fully allows customers to fulfill their potential. Blue Yonder serves the manufacturing, retail and services, distribution and logistics, hospitality, travel, and entertainment industries.

Logility

Vendor Name

Headquarters

Employees

Presence

Logility

GA, USA

250 – 500

Private

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Collaborative planning – Logility is a leading provider of SaaS collaborative planning solutions that aid small, medium, large, and Fortune 1000 companies.
  • E2E Advanced analytics competencies – Logility is one of the vendors that fully provide all retail assortment management capabilities. It leverages advanced analytics throughout its application suite.
  • An extensive implementation footprint and its references showed the highest propensity to select and use it again.
  • Cloud deployment & partnerships – Logility is active on AWS for cloud implementations. It has recently partnered with Microsoft Azure to power high-performing cloud environments and enhance the customer experience.
  • Future roadmap – Focuses on AI-based solutions. Leveraging ML tools to augment performance and automate planning execution.
  • Acquisition of AdapChain is having an impact, and it expects an improvement in this area.
  • Aims to merge the solution with its digital supply chain platform to power planning with a view toward the future.

Opaque (request quote)

Recommendation

Consider this vendor an integrated suite for retail merchandise assortment planning, allocation, and supply chain applications. Logility is mainly focused on North America, Western Europe, and APAC, where it targets mid-sized and large enterprises in a range of manufacturing and retail sectors. Its AI and analytics tools and solutions aim to automate planning, speed up cycle times, increase precision, increase operating performance, break down business silos, and bring visibility.

O9 Solutions

Vendor Name

Headquarters

Employees

Presence

O9 Solutions

TX, USA

1001 – 5000

Private

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Automated planning and execution – Offers leading cloud-based AI-powered assortment planning, analytics, and data platform called the Digital Brain.
  • Localized assortment planning generates optimal product mixes with many assortment strategies that are based on and linked to product attributes.
  • Integrates assortment across all product types – Basic, seasonal, fashion, hardlines, softlines, or grocery. Including prescriptive product recommendations for future seasons or years.
  • O9’s product strategy leverages data and AI to support better decision-making across the value chain.

Future roadmap – Focuses on transforming its planning by implementing E2E and real-time planning across the enterprise.

Integrated real-time replanning – includes demand-to-supplier planning as well as integrated real-time replanning. And new digital technologies are planned.

Offices in fewer counties than other leading vendors, while it has an above-average number of distribution partners.

Opaque (request quote)

Recommendation

Consider this vendor as a supplier of digital platforms for visibility, analytics, planning, collaboration, and endless improvement of decision-making methods across sales, supply chain, product innovation, and integrated business planning. Its set-ups are mainly dedicated to North America, Western Europe, Eastern Europe and APAC, where it targets mostly large enterprises looking for digital planning capabilities.

Oracle

Vendor Name

Headquarters

Employees

Presence

Oracle

TX, USA

135,000+

ORCL: NYSE

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Most prominent vendor in this market space; with Oracle assortment planning, the enterprise develops authentic and loyal customer relations by providing the right product in the correct location.
  • Leverages the wedge builder algorithm, embedded science, and automation to deliver an effective assortment strategy to exploit return on inventory investment with real-time alerts and dashboards.
  • Enable in-season business role-based processes, providing planners with practical plans for season-to-date actuals and trends with exception management.
  • Massive global presence across all regions. Offers flexible product and location attribute management and analysis across assortment planning.
  • Future roadmap focuses on the increasing use of innovation with the use of AI/ML in areas such as enterprise forecasting and intelligent merchandise assortment execution.
  • Autonomous planning is lagging other players – Oracle’s foresight for aligning the predictive and prescriptive analytics support is lagging.
  • Additional deployment costs likely; Usually requires OnDemand support on a subscription basis.

Opaque (request quote)

Recommendation

Oracle provides an integrated, single view of the enterprise, enabling retailers and wholesalers to innovate quickly and scale. Consider Oracle when seeking a mature, comprehensive, globally supported solution. Enterprise-caliber solutions that address the most complex workstreams provide a framework of best practices and advanced analytics. Core retail AI and machine learning (ML) power all Oracle Retail Analytics and Planning cloud services

SAS

Vendor Name

Headquarters

Employees

Presence

SAS

NC, USA

15,000+

Private

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Customer-centric integrated assortment planning and optimization via predictive recommendation, prescriptive analytics and advanced clustering.
  • Enables support for unlimited dimensions, scenario planning with AI and machine learning-based assortments, and integrated demand forecasts.
  • Supports cloud-native collaborative planning to rapidly take control of enterprise merchandise planning with the power of analytics in the cloud.
  • Strategic partnership with Microsoft enables the SAS Viya suite of analytics, AI, and machine learning tools to be accessible on the Microsoft Azure cloud platform.
  • Future roadmap – Focuses on leveraging intelligent statistical forecasting with AI/ML, analytics, and automation.
  • Not as global as some of its competitors. SAS has an increasing international presence.

Opaque (request quote)

Recommendation

SAS leverages business intelligence and analytics solutions as a foundation for its retail solutions, which make use of real-time analytics for SAS's merchandising assortment planning solution. Consider this solution when looking for an overall advanced application capability leveraging AI and analytics.

SAP SE

Vendor Name

Headquarters

Employees

Presence

SAP SE

Germany

100,000+

SAP: ETR

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Established worldwide vendors with an increasing emphasis on software and applications. Targets mid-sized and large enterprises
  • Unified data, planning, and predictive analytics platform – SAP retail planning applications run on the SAP Activity Repository application
  • Enhanced integrated planning – SAP assortment planning enables companies to localize products to boost revenue and margins.
  • Aids in building a more customer-centric real-time clustering – Built on the foundation of SAP's Customer Activity Repository (CAR), which uses SAP Hana for in-memory computational capabilities.
  • Future roadmap and strategy include leveraging emerging technologies such as predictive analytics, AI/ML, blockchain, and the IoT to run next-generation business processes as a service (BPaaS) and have merchandise and assortment industry cloud by 2024.
  • Scope creep may occur, requiring further investment into the SAP S/4HANA for additional capabilities.
  • Integrations outside of SAP need to be explored.

Opaque (request quote)

Recommendation

Consider SAP retail merchandising when seeking a real-time, E2E, integrated, automated solution that supports best practice business processes across the entire retail lifecycle from strategy through execution. It also has key planning partnerships with Dunnhumby (which provides customer insights) and Stylumia (Stylumia provides fashion prediction using AI/ML). It is evolving business process as a service (BPaaS), SAP CAR applications bundle, and industry cloud to enable the intelligent enterprise.

Symphony AI

Vendor Name

Headquarters

Employees

Presence

Symphony AI

CA, USA

1001 - 5000

Private

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Enables intelligent clustering and assortment optimization – The solution allows localizing a customer-oriented assortment to changes in customer demand instead of waiting for a calendar-based update.
  • Provides best-of-breed solutions for merchandise assortment with these modules – Agile merchandising and floor and shelf intelligence.
  • Digital Assistance – All modules are enhanced and differentiated using CINDE technologies, the artificial intelligence-enabled digital assistant designed explicitly for grocery and hard goods retail support.
  • Shelf intelligence solution maximizes planogram ROI and improves regulatory compliance.
  • Future roadmap – Emphasizes advancing innovation with real-time insights in its Eureka AI platform. Alongside dynamic decision-making by understanding the unique attributes driving changing customer demand and correlated attributes.
  • Verify integration, customization, and ease of deployment during the RFP and contract process.

Opaque (request quote)

Recommendation

Symphony AI is a leader in providing high-value enterprise SaaS integrated marketing, merchandising, and supply chain solutions powered by artificial intelligence for long lifecycle retailers and FMCG manufacturers. Consider this vendor for E2E category planning and optimization solutions that enable enterprises to meet customer demand, maximize sales, and achieve revenue growth.

Aptos (TXT Solution)

Vendor Name

Headquarters

Employees

Presence

Aptos (TXT Solution)

GA, USA

501 - 1000

Private

Product highlights

Strengths

Areas for Improvement

Pricing Transparency

  • Aligns strategy with execution, delivers a strong brand message to target customers, goes faster through the merchandise lifecycle, delivers optimized assortments and ensures that customer demand is optimized across channels.
  • User interfaces, powerful optimizing algorithms, & advanced product visualization capabilities exploiting the Microsoft technology stack plus proven software architecture, databases and middleware – cohesive, flexible environment and low cost of ownership.
  • Has a growing installed base (40+ assortment planning customers) – It also helps drive local and international market growth with multi-language, multi-country functionality.
  • Future roadmap – Focuses on an E2E integrated product portfolio with a focus on analytics, customer engagement, and inventory management.
  • Verify implementation timelines and ease of integration during the RFP and contract process to ensure adequate understanding and commitment.

Opaque (request quote)

Recommendation

Consider this solution for an E2E integrated merchandise assortment management suite with visual planning capabilities and in-memory computing. It offers order management, point of sale, customer relationship management, store fulfillment, merchandise financial planning, and other solutions. The company caters to apparel, footwear, accessories, general merchandise and department store, sporting goods, and the wholesale franchise sectors – locally and internationally.

Overall results

Findings

Next steps

Info-Tech recommends reviewing the complete list of assortment planning and management software solutions, emphasizing those vendors on the right side of the matrix (high in functional viability).

Based on our initial scan of the assortment planning management software market, we believe that these vendors are likely to be the best fit, absent information uncovered in pricing discussions or detailed technical assessments.

The next steps are to undergo a right-sized vendor selection process.

  • This process includes,
    • Gathering and prioritizing granular requirements.
    • Shortlisting vendors.
    • Participating in vendor demonstrations.
    • Selecting the right vendor based on a weighted-average scorecard.

We encourage reviewing our relevant research:

Summary: Assortment planning and management suites

The image contains a screenshot of of a summary of assortment planning and management suites.

Accelerate your software selection project

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Software Selection Insight

Balance the effort-to-information ratio required for a business impact assessment to keep stakeholders engaged. Use documentation that captures the key data points and critical requirements without taking days to complete. Stakeholders are more receptive to formal selection processes that are friction free.

The Software Selection Workbook

The Vendor Evaluation Workbook

The Guide to Software Selection: A Business Stakeholder Manual

Work through the straightforward templates that tie to each phase of the Rapid Application Selection Framework, from assessing the business impact to requirements gathering.

Consolidate the vendor evaluation process into a single document. Easily compare vendors as you narrow the field to finalists.

Quickly explain the Rapid Application Selection Framework to your team while also highlighting its benefits to stakeholders.

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Bibliography

“5 Key Questions to Improve Your Assortment Plans.” Retalon, 2022.
“9 Predictions From O9 for 2022.” O9 Solutions, 19Jan. 2022.
“Aim10x/Roundtables/Vision & Roadmap Building.” O9 Solutions, 19 Jan. 2022.
“Analyse2 Assortment Planning Software.” PAT Research, 2021.
“Assortment Planning Software: Maximize Profitability by Optimizing and Localizing Your Product Assortments.” Tools Group,2023.
“Blue Yonder ICON 2022: Charging Ahead.” RSR Retail System Research,2022.
“CINDE Turns Every Service Conversation Into A Personalized Experience.” Symphony Summit, 2022.
“Demand-Driven Merchandising.” RIS Retail Info Systems, 3 Sept. 2008.
Nicasio, Francesca. “Assortment Planning in Retail: How to Maximize Your Store’s Profitability.” 23 Feb. 2021.
“Improvements in Retail Customer Experience.” Statista published by Blue Yonder, 13 Jan. 2022
“JDA Wins Frost & Sullivan Global Company of the Year Award for Innovative Retail Assortment Management Strategy.” Blue Yonder Press Release, 27 Feb. 2018.
Koshulko, Alex. “10 Best Retail Planning Software for 2023.” GDMH,23 Oct. 2022.
“Logility Partners with Microsoft Azure to Power High-Performing Cloud Environment and Enhance the Customer Experience.” Press Release. Logility, 17June 2021.
Nevill, Steve. Ed Majors “Connected Assortment Solution.” Deloitte, 2018.
“Oracle Retail Assortment Planning Cloud Service.” Datasheet. Oracle, 2022.
Rizzoli, Alberto. “6 AI Applications Shaping the Future of Retail.” V7labs. 21 Oct. 2022.
Roberto, Michel. “Supply Chain Execution Software Convergence.” Supplychain247. 17 Mar. 2014.
“SAP Merchandise Planning for Retail Applications.” PAT Research, 2021.
“SAP Retail Planning Strategy & Roadmap.” SAP,3Feb. 2022.
“Symphony AI advances innovation with real-time insights in its Eureka AI platform” PR Newswire, 21 Sep. 2022.
“Symphony RetailAI Named as Preferred Vendor for Long Life Cycle Companies.” Consulting for Retail, 2021.
“Top 5 Assortment Management Software.” PAT Research,2021.
Woodie, Alex. “SAS Touts One-Click Access to Viya on Azure Cloud.” Datanami, 27 Sept. 2022.

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Author

Rahul Jaiswal

Contributors

  • Anitha Reddy, VP Software Engineering, Qurate Retail Group Inc.
  • Prabhu Sundararajan, Director IT, Qurate Retail Group Inc.
  • Tammy Gotthold, Director of Planning Systems Integration, Qurate Retail Group Inc.
  • Michael Kearney, Qurate Retail Group Inc.
  • Rob Redford, Practice Lead, Info-Tech Research
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