Video
Hidden failures in EV networks: is it a matter of detection or action?
In this 15-minute talk Paweł Małkowiak, CEO and founder of Solidstudio, walks through what hidden failures look like in real session data, why detecting them is only half of the job, and what it takes to close the loop from detection to understanding, action and confirmation. Recorded for charge point operators and the engineers who run their platforms. Leave your email and we will send you the link to the full video.
What you'll learn
- What a hidden failure looks like in session data, and how a station can be "available" while nobody can charge
- The loop every operator needs to close: detect, understand, act, confirm
- Three ways of running a CPMS (self-built, all-in platform, self-managed) and how much of that loop each one lets you close
- Why lean operations, not network size, decide who benefits from scale now that the land grab is over
- What EV Network Intelligence runs on under the hood: small, purpose-built neural networks that learn the physics of charging, 97% accuracy, no tokens and no dependency on an AI lab, with an LLM used only to explain results
- Four questions every CPO should be able to answer about failures, dashboards and time to fix





