Manufacturing Intelligence
From raw production events to shift-level decisions — analytics and digital twin systems for EV battery manufacturing operations.
Kunal Jadhav
I build the intelligence layer between industrial hardware and operating decisions.
EV battery manufacturing analytics, connected vehicle intelligence, and industrial equipment monitoring.
Battery & Vehicle Intelligence
Connected EV platforms across the full vehicle lifecycle — telematics hardware, cell-level battery analytics, and fleet intelligence.
Industrial AI
Condition monitoring for rotary industrial equipment — physics-informed models that predict failure before it stops a production line.
Featured Writing
Latest 3 articles
Industrial AI
A Prediction Without Action Is Just Another Dashboard
Why most predictive maintenance implementations fail at the last mile — and what the decision architecture looks like when they don't.
Manufacturing Intelligence
The Factory Had the Data. It Just Couldn't Answer the Question.
On the gap between data collection and operational intelligence — and what it takes to actually close it.
Industrial AI
Machines Don't Fail by Calendar
Why scheduled maintenance is structurally incapable of preventing the failures that matter most.
Current Focus
Building manufacturing intelligence systems that connect factory data to day-to-day operating decisions for EV battery production.
Developing a smart crane IIoT platform with physics-informed health scoring and automated maintenance workflows.
Expanding the connected EV intelligence platform across new vehicle categories and OEM integrations.
Writing about the gap between industrial data systems and the decisions they're supposed to support.