AI-Powered Ingredient Management for Industrial Manufacturing
Customer Challenge
A global manufacturer needed to optimize ingredient dosing across large industrial facilities with hundreds of sensors. Manual adjustments led to inconsistent dosing, wasted materials, and limited visibility, while the solution also needed to scale globally at a cost of less than $5,000 per site annually.
Innovative Solution
ILW built an AI-powered ingredient management platform that validated sensor data, curated high-quality training datasets, engineered features across sensors and production lines, and optimized ingredient dosing every 15 minutes. A configurable rules engine enforced operational and regulatory constraints, while a Medallion Architecture enabled scalable deployments across multiple facilities.
Benefits/Outcomes
- Improved AI accuracy through automated data validation and feature engineering
- Optimized ingredient dosing with continuous machine learning inference
- Scaled across multiple industrial sites using reusable infrastructure
- Enabled governed analytics and compliance through a rules engine and a Medallion Architecture
Domain Expertise
- Chemicals
- Sensors
Business Value
- Reduced ingredient waste and improved process consistency
- Lowered operator workload through AI-driven automation
- Delivered a cost effective, repeatable solution for global deployment
Toolbox
- Machine Learning, Feature Engineering
- Industrial IoT
- Data Engineering, Rules Engine
- Medallion Architecture
- AI Inference
- Industrial Analytics
