AI & Automation
The operational foundation for AI adoption
When a few people run far ahead of the operation around them, their output enters processes that are not set up to handle it. What that costs, and what readiness actually requires.
Insights
Working notes on oil and gas systems, maintenance, and AI.
The subjects are system migration, data foundations, automation, predictive maintenance, enterprise AI, and the operating controls around them.
Also published
AI & Automation
The asset data foundation for AI in maintenance and reliability
There are real gains available from AI in maintenance and reliability. Most pilots stall on the asset and item data underneath them, not on the models.
PM Strategy
Why preventive maintenance programs fall short
A PM program can only schedule what the records describe. When maintenance falls short the cause is usually the asset and item data underneath it, not the maintenance strategy.
