Part of the AI Merchandising System, Store Planning & Execution transforms reactive merchandising into a proactive, automated engine that improves availability, accuracy, and profitability.
Most retailers struggle with:
Planning teams spend more time fixing errors than planning.
AI solves this by unifying all planning steps into a continuous, intelligent loop.

Couture.ai uses advanced ML models and real-time retail signals to build a closed-loop planning system where each decision influences the next:
A cycle that gets smarter every day.
nstead of reactive
instead of cluster-driven
instead of seasonal
instead of siloed
This is store planning for the next decade.

AI predicts demand at SKU-level across stores, regions, and channels using real-time signals, price elasticity, promotions, and seasonality.
Capabilities include:
SKU-store forecasts
Real-time demand sensing
Omnichannel alignment
Inventory risk prediction
Forecast uplift modeling

AI recommends the ideal SKU mix for every store, based on demand, customer preference, store attributes, and space constraints.
Capabilities include:
Predictive assortment modeling
Store-specific SKU selection
Category/space-aware planning
NPI optimization
Dynamic assortment updates

AI automates replenishment decisions using predictive signals, inventory health, stock velocity, and lead-time insights.
Capabilities include:
Automated replenishment cycles
Intelligent stock distribution
Push & pull allocation strategies
Warehouse & DC replenishment
Omnichannel fulfillment optimization
Unlike isolated tools, Couture.ai connects all planning workflows into a single decision system.
AI Ensures Every Step Reinforces the Next:
Every planning cycle becomes more accurate, more efficient, and more profitable.

Enable faster, more accurate planning with AI-led decisioning.
Optimize inventory flow across warehouses and stores.
Improve execution on the floor with intelligent automation.
Gain real-time visibility and predictable business outcomes.
AI-driven planning pays for itself in weeks – not years.
Forecasting, assortment, and replenishment executed by a single AI system.
Handles thousands of SKUs, multi-format stores, and high-frequency updates.
System becomes more accurate with every signal, sale, and cycle.
Seamless integration with ERP, POS, OMS, PIM, and WMS systems.
Retailers see measurable improvements within the first planning cycle.
Stay Informed: Insights and Trends from Couture AI
Move from manual planning to intelligent, automated execution.