# How Industry Leaders Improved their Forecast Accuracy with AI/ML Forecasting

Read our use cases and understand how industry leaders achieved more accuracy in planning.

### UNLOCKING BILLIONS IN VALUE FOR CLIENTS IN 30+ INDUSTRIES

## In these case studies, you’ll learn:

- ### Industrial Manufacturing
  
  How the use of ML algorithms improve the OEM forecast of a major global automotive supplier by 10 percentage points.

- ### Life Sciences
  
  How forecast accuracy at a global consumer health company improved by 10 percentage points when using leading indicators of demand.

- ### Consumer Products
  
  How o9 improved forecast accuracy by 5-8 percentage points for a major global food producer.

- ### Retail
  
  How over 230+ demand drivers were used to improve forecast accuracy leveraging ML algorithms for one of the largest Canadian retailers.

> “Digital technologies make amazing things possible. We are driving innovations that will transform the art and science of management for decades to come, and that is exciting.”

### Chakri Gottemukkala
Executive Chairman, CEO & Cofounder

## Why AI/ML?

1. What are your challenges when connecting leading indicators of demand with your internal enterprise data?
2. Is your current forecasting process on a weekly/monthly cycle and only supported with lagging indicators driving statistical forecasts?
3. Are your forecast accuracy issues causing friction between Finance, Sales and Supply Chain?
4. How do you know if you have the right data to use AI/ML Forecasting?

## Live Demo

Want to experience the o9 Digital Brain in your organization? Discuss it with an o9 expert on an online call.

### View our related resources

Read
-  **o9's Chakri Gottemukkala on Becoming the Enterprise AI Model**  by The Editorial Team, o9
  [Link](/content/articles/the-next-enterprise-operating-model/index.html)

Read
-  **How Leading CPG Companies Are Turning Volatility into Advantage: aim10x Digital Takeaways** by Philipp Aschhoff  [Link](/content/articles/the-top-takeaways-from-the-consumer-products-sessions-at-aim10x-digital/index.html)

Read
-  **Mankind Pharma’s Smarter, More Resilient Supply Chain Planning with o9** by o9 [Link](/content/articles/mankind-pharma-resilient-supply-chain-planning-with-o9/index.html)

Read
-  **The Holiday Planning Challenge: Predicting Demand in an Unpredictable Season** by Stewart Beale [Link](/content/articles/the-holiday-planning-challenge-predicting-demand/index.html)

Read
-  **aim10x Magazine - Stories from the Frontlines of IBP Transformations** [Link](/content/resources/aim10x-magazine-2024-e2/index.html)

Read
-  **How to Plan an Ecommerce Supply Chain for Peak Demand** by Tony Schlader [Link](/content/articles/is-your-ecommerce-supply-chain-primed-for-success/index.html)

Read
-  **o9 RGM: Growth Doesn't Come from Repeating Last Year's Plan** by The Editorial Team, o9 [Link](/content/articles/o9-rgm-demo-aim10x/index.html)