← All Case Studies
Retail & E-commerce Intelligence

AI-Powered Demand Forecasting Reduces Stock-Outs by 32%

Launched an AI-powered demand forecasting platform to predict product demand at SKU and regional levels and optimize inventory planning.

More case studies
32%
Reduction in stock-outs
20%
Decrease in overstock inventory waste
1.5M
SKUs forecasted monthly

Client Overview

Industry: Consumer Electronics Retail
Core business: E-commerce retailer specializing in gadgets and smart devices
Employees: 60
Geography: US & EU

AI-Powered Demand Forecasting Reduces Stock-Outs by 32% overview

Challenges

The retailer aimed to better balance supply and demand but faced limitations in forecasting accuracy and scalability across a growing product catalog.

Frequent stock-outs during peak demand

High-demand products were unavailable during critical sales periods, resulting in lost revenue and reduced customer satisfaction.

Overstocking risks and inefficient inventory allocation

Low-demand products occupied warehouse capacity, increasing storage costs and reducing operational efficiency.

Limited visibility into regional demand patterns

Differences in purchasing behavior across regions were not accurately captured, leading to suboptimal inventory distribution.

Solution

We designed and implemented a scalable machine learning demand forecasting platform capable of delivering accurate predictions across large SKU volumes.

SKU-level predictive modeling

Developed time-series forecasting models leveraging historical sales data, seasonality, and promotional signals.

Regional demand segmentation

Built clustering models to identify geographic purchasing patterns and improve demand allocation.

Front-end urgency triggers

Integrated forecasting outputs with website elements such as “Limited Stock” and trending indicators to influence purchasing behavior.

Continuous retraining pipeline

Implemented automated retraining workflows to ensure forecast accuracy based on real-time sales performance.

Business Impact

The AI-powered forecasting system significantly improved inventory efficiency and demand planning.

Reduced stock-outs and improved availability

Stock-outs decreased by 32%, ensuring consistent product availability during peak demand.

Optimized inventory utilization

Overstock waste decreased by 20%, reducing storage costs and improving inventory turnover.

Improved demand planning accuracy at scale

Accurate forecasting across 1.5M SKUs enabled better procurement decisions and reduced operational inefficiencies.

Our Clients Say

“Overall, I was very satisfied with the work. Omnicode . The team managed the project well, delivered on time, and was AI completed a responsive to our needs. Their strong technical expertise and business understanding were key to the project's success.”
DENZEL HANKINSON, CEO
DHInfrastructure, USA
“Omnicode throughout the project, and collaborated closely with us. We have received a system that works flawlessly and is welldocumented. AI delivered a fully functional solution, communicated well Their deep knowledge of AI and machine learning really stood out.”
TOBIAS GEMPERLI, CEO
Milk Interactive AG, Zurich, Switzerland
“Omnicode engagement. next-generation generative AI demonstrated excellent project management throughout the They delivered scalable, production-ready solutions using AI technologies. The team was highly responsive, adaptable to changing requirements, and maintained strong communication at all stages.”
PAUL PONNA, Co-Founder
Strontium Corporation / COO, ECE Software, Canada
“Working with Omnicode AI was an outstanding experience. Their team demonstrated a deep understanding of complex risk management challenges, particularly in the context of human rights and environmental compliance. They developed a powerful and intuitive platform that significantly improved our ability to identify, assess, and address risks across supply chains. The solution brought greater transparency, streamlined due diligence processes, and strengthened overall accountability. What truly sets Omnicode AI apart is their commitment to building intelligent, socially responsible technology...”
GURGEN PETROSSIAN, Human Rights Consultant
Petrossian Consulting, Germany
“Their project management was highly professional, all deliverables were provided on time and aligned with our requirements. They were very responsive to our needs, quickly addressing feedback and making adjustments whenever necessary, which made the collaboration smooth and efficient. What impressed me most about Omnicode AI was its ability to combine deep technical expertise with a clear understanding of business needs. They did not just deliver AI solutions; they tailored them to our specific goals, making the results both innovative and highly practical. Omnicode AI delivered everything professionally, on time, and exceeded our expectations.”
Arsen Minasyan, CEO
Danor Digital Inc
“Their communication was also good, and they were able to make changes quickly to make things better. Their ability to handle my job!”
CEO, AI Social Media App Firm
Anonymous
“We are currently collaborating with the team on an ongoing mobile application project. They bring solid technical expertise and remain committed to progressing the development. Communication has been consistent, and they are open to feedback. Overall, this is an ongoing collaboration, and we continue working together toward successful completion of the product. We're most impressed by the team's technical expertise and their willingness to stay engaged and solution-oriented throughout the development process.”
General Manager, ELAR FZ LLC
Anonymous
“Their ability to merge AI expertise with legal logic stood out. They were not just building models; they were helping us create a digital lawyer tailored to our firm's needs.”
Taron Simonyan, Founding Partner
ELL PARTNERSHIP

The Omnicode AI Advantage

We build AI systems that go beyond automation — we redesign your business for performance.

Combining enterprise-grade engineering with deep business understanding, Omnicode AI delivers solutions that maximize ROI, ensure full transparency, and give you total control over operations.

As your strategic AI partner, we implement scalable systems that drive efficiency, reduce costs, and outperform traditional and off-the-shelf approaches.

How Omnicode AI combines engineering, outcomes, and scale Three overlapping areas: enterprise engineering, measurable outcomes, and scalable operations, with four advantage themes in the overlaps. Engineering that ships outcomes Production AI · Secure platforms · Measurable impact Outcomes Operations ROI-Driven Execution Enterprise Scalability Operational Control End-to-End Transparency

Request an AI Audit

Speak with an AI expert today to see how practical AI solutions can transform your business