Demand Forecasting

Overview

This Starter Kit helps planning teams produce demand forecasts that reflect current market signals, incorporate external factors systematically, and improve in accuracy over time. Forecast outputs from across the organization are reconciled into a single consensus view and validated against recent actuals before being relied upon.

In addition to core workflows, this kit includes guidance for effectively using AI tools alongside the workflows to enhance output.

What problem does it solve?

Forecasting processes rely heavily on historical demand patterns and static assumptions, making it difficult for planners to incorporate new signals such as promotions, seasonal changes, or supply constraints before producing projections.

What’s included?

• Current Signal-Enriched Forecast Builder. Incorporates current demand signals alongside historical data so forecasts reflect what is happening now, not just what happened before.
• External Factor Integration Engine. Systematically incorporates seasonality, promotions, and market inputs so external influences are reflected in every forecast.
• Forecast Accuracy Measurement Tracker. Measures forecast accuracy at a granular level each period so model drift is detected and corrected before it compounds.
• Cross-Team Forecast Consensus Reconciler. Reconciles forecast submissions from across the organization into a single agreed view for planning and inventory decisions.
• Actuals-vs-Forecast Validation Gate. Validates forecasts against recent actuals before they are used in planning decisions so teams are working from reliable numbers.
• Optional AI Guidance. Learn how to generate financial commentary using AI.

Extending your workflow with AI

This Starter Kit is AI-ready, meaning it’s designed to help you leverage AI tools more effectively with structured, analysis-ready data. With this Starter Kit, you can:

• Prepare high-quality, structured data ideal for LLMs
• Apply AI tools more effectively and consistently
• Combine deterministic analytics with generative AI for enhanced outputs

How it works:

• Build and run the Alteryx workflow to prepare and analyze your data
• Export structured outputs
• Use the included guidance to input results into your preferred LLM

How to use this Starter Kit?

After downloading, you’ll be redirected to our How to Use Starter Kits page for step-by-step guidance on installing, locating, and exploring Starter Kits in Alteryx.