Make every product count

From demand forecasting to localized planning, our solutions deliver measurable value by aligning your assortment with market needs and shopper preferences.

Make every product count

From demand forecasting to localized planning, our solutions deliver measurable value by aligning your assortment with market needs and shopper preferences.

DS STREAM’s Assortment Optimization service transforms retail and FMCG product assortment decisions with AI-driven analytics for better precision and measurable business results. It replaces manual processes with automated, data-backed solutions that improve category performance and strategic growth.

What can Assortment Optimization do for your business?

Increase sales and category results using demand forecasting, price elasticity, and store clustering with AI.

Automate assortment planning to reduce errors and speed up decisions.

Find hidden value in portfolio through semantic analytics that identify product substitutes and complements.

Optimize SKU portfolios using advanced mathematical programming tailored for your market needs.

Provide teams with interactive dashboards and scalable analytics for ongoing improvement and skill growth.

What can Assortment Optimization do for your business?

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Demand Forecasting and Price Elasticity Modeling

Apply machine learning to forecast SKU-level demand accurately, accounting forseasonality, region, and promotions. Price elasticity insights help choose pricingthat maximizes revenue and margin. This leads to smarter pricing and betterprofitability.

Demand Forecasting and Price Elasticity Modeling

Store Clustering and Localized Assortment Planning

Group stores based on sales patterns and space to customize assortments for eachcluster. This improves operational efficiency and customer satisfaction by bettermatching local demand.

Store Clustering and Localized Assortment Planning

SKU Portfolio Optimization and Semantic Analysis

Use optimization to balance portfolio size, category goals, and supply limits. Semantic analysis detects product substitutions and complements to boost basketsize and growth. This lowers overstocks and stockouts while increasing ROI.

SKU Portfolio Optimization and Semantic Analysis

What our clients say

"DS STREAM significantly improved the efficiency of our category management processes and enhanced the precision of our business decisions. Their innovative analytical ideas delivered measurable sales growth and a competitive edge."

Sandra Lemańska

Category Manager, Lorenz Polska

"DS STREAM's partnership approach guarantees high-quality services in a friendly, constructive atmosphere, where every issue we reported was quickly and efficiently resolved."

Paweł Korczak

CEO, Iliada

"DS STREAM’s optimization of SQL queries and feature stores reduced our data processing time from 4 hours to just 10 minutes, delivering a highly efficient and cost-effective solution."

Gen Yang

Data Science Manager, Kpler

Selected Clients

Improve assortment management with intelligent and scalable AI

CONTACT US

How We Work

1. Seamless Data Automation

Automate data integration for unified, real-time retail insights.

2. Hands-On Team Training

Conduct workshops to train your team in AI-driven frameworks and implementation.

3. Continuous Strategic Alignment

Ensure ongoing collaboration to align AI tools with your category strategy.

4. Proven Business Impact

Deliver results like enhanced forecasting and faster market response, as demonstrated by Lorenz Polska.

Drop us a line and check how Data Engineering, Machine Learning, and AI experts can boost your business.

Talk to expert – It’s free

Data engineering for cloud-based data processing and storage.
Dominik Radwański
Service Delivery Partner
TALK TO EXPERT

Who Benefits

Chief Data & Analytics Officers aiming to embed AI in business processes.

Category Directors and VPs focused on data-driven ROI improvements.

C-level retail and FMCG leaders driving innovation and differentiation.

Transformation teams building AI skills and scalable analytics.

Let’s talk and work together

We’ll get back to you within 4 hours on working days (Mon – Fri, 9am – 5pm CET).

Data engineering for cloud-based data processing and storage.
Dominik Radwański
Service Delivery Partner
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AI-Driven Assortment Optimization FAQ

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