Solidstudio

Solidstudio – eMobility Software — Charge-point reliability dataset: raw OCPP traffic, session records and charge detail records from any charge-management system, transformed into a learned per-network behavioural baseline plus anomaly detections and likely-failure patterns predicted before outage, alert-priority verdicts with assigned team routing, false-positive/noise classifications, and root-cause annotations — i.e. labelled pre-failure sequences across a heterogeneous, multi-vendor charger estate. Small specialist European e-mobility software house: ~44 employees, ~$5M seed funding, Kra…

Solidstudio offers (Alternative, Supply Chain, Geospatial) — est. hundreds of millions of ingested OCPP messages per year across connected chargers (each charger emits heartbeat and status messages continuously plus meter-value and transaction records), yielding a comparatively small but dense set of derived anomaly, pre-failure and root-cause label records — the label count is orders of magnitude smaller than the message count and is the valuable part; absolute figures are not published.

Cross-vendor charger fault-prediction model training and benchmarking; false-positive reduction in charging-network alerting (negative-labelled training data); maintenance-crew dispatch prioritisation models; charge-point reliability benchmarking across hardware vendors; warranty and field-failure analysis for charger manufacturers; fleet depot availability forecasting; reinforcement-learning environments for automated charging-network remediation

The data is with 3 years of history.

Coverage spans Other, US, Europe; Application Software, Electric Utilities; alternative, supply_chain, geospatial; equities.