- Unified Forecasting Framework – Developed an AI-powered Momentum Volume Projection model to centralize demand forecasting across all product categories and channels.
- Accuracy & Visibility – Achieved 5–10% forecast error (MAPE) with reliable projections across 1-, 3-, 6-, and 12-month horizons, enhancing business foresight.
- Operational Agility – Reduced manual forecasting efforts, improved inventory control, and accelerated planning cycles across residential, commercial, and smart access products.
- Data-Driven Decisioning – Enabled pricing, promotion, and sales teams with real-time dashboards for proactive, evidence-based actions.
- Scalability & Governance – Deployed a standardized, low-maintenance ML architecture ensuring consistency, model performance, and ease of extension to new product lines.
- Strategic Outcomes – Strengthened planning precision, improved financial alignment, and established a future-ready AI foundation for sustainable growth.
RSI is a trusted software engineering and digital transformation services partner to global enterprises navigating technological change. RSI enables technology companies, SaaS platforms, and enterprises to solve real-world challenges, accelerate time to market, and scale Al-driven innovation across the full software development lifecycle and business automation. With proven Al fluency at every layer of the technology stack, RSI helps clients not only adopt Al, but operationalize it, embedding intelligence into products, platforms, and processes. RSI’s Al Studio, EXIQO, brings together AIEV-trained engineers (RSI’s proficiency-based certification framework across Al, to drive engineering velocity) and the enterprise-ready Optima Al platform to orchestrate and deliver Al-led transformation.



