The five operational problems IFS Industrial AI solves
Aging Assets, Service Backlogs, Operational Volatility, Sustainability Response, and Labor Constraints

- $M
Estimated annual savings at William Grant & Sons after deploying Industrial AI
- %
First-time fix rate at TOMRA North America, up from 84% across 85,000 installations
- %
Productivity increase forecast at Suzuki Garphyttan from AI-driven planning
Most industrial operations run at 50-70% of true capacity. Not because of bad strategy - because of friction that has been normalized. This guide names the five problems behind it, and shows exactly what changes when AI is built from the operation out.
What's Inside
- Aging assets and predictive maintenance
- Service backlogs and first-time fix
- Operational volatility and replanning
- Sustainability data and defensible reporting
- Labor constraints and knowledge retention
“IFS understood our industry - they weren't trying to apply something generic. It's been innovation that's practical, fast, and actually connected to results.”
Badri Narasimhan
Chief Technology & Business Growth Officer, William Grant & Sons