Blog
From the pairio team
Field notes on bringing AI to the maintenance floor — what works, what breaks, and what we're building next.
- EngineeringMar 4, 2026
Why maintenance manuals are an AI problem, not a search problem
Keyword search fails the moment a technician phrases a question differently than the manual. Here's how retrieval changes that.
- ProductFeb 18, 2026
Identifying spare parts from a blurry photo on the line
A look at the vision pipeline that turns a phone snapshot into the right part number and a stock check.
- ResearchJan 29, 2026
What 40 pilot teams taught us about maintenance intervals
Over-maintaining is as costly as under-maintaining. Patterns we found analyzing real interval data.