Demand Planning & Forecast Intelligence

**Demand Planning & Forecast Intelligence** is a Snowflake Native Application designed to deliver accurate, scalable, and production-ready demand forecasts with built-in revision tracking and lag analytics.

Built entirely inside Snowflake using Snowpark ML, this application enables organizations to:

- Generate rolling 12-month demand forecasts
- Compare forecast revisions across planning cycles
- Analyze lag behavior by product, SKU, and region
- Monitor forecast accuracy over time
- Maintain full historical forecast lineage

Unlike traditional forecasting tools, this solution provides complete forecast history management, enabling planners to measure how forecasts evolve and improve over time.

**Key Capabilities**

**Machine Learning Forecasting**

- Automatic ML model selection for best accuracy.
- Feature engineering with lag variables and rolling means.
- 6-month backtesting validation.
- 12-month forward rolling forecast generation.

**Forecast Revision Intelligence and Lag Analytics**

- Automatic snapshot of each forecast run.
- Historical origin month tracking.
- Lag % and revision value calculation.
- Comparison of current vs previous forecast cycles.
- Revision pivot tables for governance and reconciliation.

Because the app runs **entirely within Snowflake**, there is **no data movement**, ensuring enterprise-grade **security, scalability, and governance**.

**Ideal For**

- Retail & Consumer Goods
- Manufacturing
- Distribution & Supply Chain
- Inventory Planning Teams
- Finance & S&OP Teams
- Enterprise Data & Analytics Teams

*Note: If you would like to discuss any specific use-case or have any queries, please send an email to us at [[e-mail]](mailto:[e-mail]).*