Topic
AI
3 essays tagged “AI”.
- Predictive Maintenance at Fleet Scale with Sparse Failure Data
How a 25-person delivery team shipped a production ML platform for 6,000+ industrial companies when the thing everyone agreed was necessary (labelled failure data) barely existed.
- Your Architecture Isn't AI-Ready. Here's What to Fix First.
Before adding AI capabilities, most organizations need to fix their data layer, event infrastructure, and API design. The foundations matter more than the model.
- Enterprise AI Adoption: The Gap Between Demo and Production
Most enterprise AI initiatives stall not because of model quality, but because of data readiness, organizational resistance, and unclear ROI expectations.