Couture.ai’s demand forecasting engine uses millions of dynamic signals – sales patterns, shelf data, pricing, trends, seasonality, and customer behavior – to deliver precise, SKU-level demand predictions as part of the AI Merchandising System.
Manual forecasting relies on static spreadsheets, incomplete data, and historical trends that fail in fast-changing retail environments. Teams struggle with:
AI eliminates guesswork by continuously learning from real-time retail signals – enabling proactive, precise demand planning.
Couture.ai analyzes millions of retail data points and uses advanced ML models to generate SKU-store-channel forecasts that adjust as market conditions evolve.
Powered by the MCP Unified Intelligence Layer, forecasting becomes:
Always up-to-date with latest sales, traffic, and availability
Predicts demand by SKU, store, region, and channel
Learns from trends, promotions, and external events
Feeds into assortment planning & replenishment automatically
AI forecasting is no longer a static report — it’s an intelligent, always-on decision system.
Predict demand by product, category, season, store, and region to optimize planning accuracy.
Ingest sales, pricing, search behavior, shelf analytics, and trend signals for live forecast updates.
Unified demand models across online, offline, marketplace, and quick-commerce channels.
Forecast uplift or decline driven by pricing, discounts, and promotional campaigns.
Advanced models detect seasonal behavior and emerging fashion or FMCG trends automatically.
Identify stockout or overstock risks in advance and adjust plans proactively.
Give planners an intelligent AI assistant that increases accuracy and reduces manual effort.
The Copilot helps teams:
It turns demand planning from reactive to predictive – empowering planners instead of replacing them.
A unified forecasting engine for retailers, FMCG brands, convenience chains, and grocery networks.
ML models analyze historical data, real-time signals, and external factors for maximum accuracy.
Connects effortlessly with ERP, POS, OMS, e-commerce, and warehouse systems.
Handles high-volume SKUs, frequent updates, and season-driven fluctuations with enterprise-grade performance.
AI delivers measurable gains across accuracy, speed, and efficiency.
Purpose-built forecasting for FMCG, CPG, and grocery retailers where volatility, perishables, and supply chain complexity demand precision.
AI predicts demand variations across product segments, regions, stores, and freshness windows.
Ensures ideal inventory levels with automated replenishment recommendations.
Forecast the impact of holidays, price changes, and marketing campaigns with high accuracy.
Feeding intelligence directly into every downstream merchandising decision
Optimize product mix based on predicted demand patterns and local preferences.
Automated restocking with AI-driven order quantities and timing.
Dynamic pricing strategies based on demand forecasts and expiration dates.
Explore insights on AI-driven retail innovation, customer experience excellence, and smarter inventory management.
Bring accuracy, speed, and intelligence into every planning cycle.
