BATTERY SAFETY & HEALTH INTELLIGENCE
eV-Guardian™
Battery Safety & Health Intelligence
Understand battery condition and identify risk earlier
eV-Guardian™ uses operational data from existing battery management systems to understand battery condition and health trends, recognize meaningful anomalies and potential risks earlier, and support safer, more efficient operation and maintenance decisions.

02 WHAT WE SOLVE
Address the key challenges of battery operations
Status displays alone are not enough to understand battery safety and health. eV-Guardian™ connects condition, risk and maintenance information so operators can answer the questions that matter in real operations.
Battery Safety
Continuously analyze temperature, voltage, cell variation and operating conditions to recognize meaningful changes before potential safety risks develop into real problems.
Battery Health
Go beyond simple status display to track battery health and performance changes over time and under real operating conditions.
Early Abnormality
Identify deviations from normal operating patterns before conventional alarms occur, enabling earlier inspection and response.
POSITIONING
BMS +
Intelligence Layer
eV-Guardian™ does not replace the existing BMS. It operates as an independent Intelligence Layer above the BMS, adding Battery Health, Risk and Maintenance Intelligence.
03 HOW IT WORKS
Turn operational data into Battery Intelligence
Collect operating data, analyze condition and operating patterns, assess health and risk, recognize emerging anomalies earlier, and connect the results to inspection and maintenance decisions.
PROCESS / WORKFLOW
eV-Guardian™
STEP 1
Collect
Acquire BMS and battery operating data
STEP 2
Analyze
Analyze condition and operating patterns
STEP 3
Assess
Assess health and risk levels
STEP 4
Predict
Recognize anomalies and emerging risks earlier
STEP 5
Act
Support inspection and maintenance decisions
04 KEY INTELLIGENCE
Turn battery data into actionable operational insight
eV-Guardian™ goes beyond a dashboard by bringing Battery Health, early abnormality, risk level, trends and maintenance insight together in one operational view.

Battery Health
Continuously analyze battery condition and health trends under actual operating conditions.
Early Abnormality
Support early recognition of meaningful changes before alarm thresholds are reached.
Risk Assessment
Assess risk level and direction of change rather than relying only on normal/abnormal classification.
Trend & Event
Analyze condition trends together with major events to improve operational understanding.
Maintenance Insight
Provide information to help determine when inspection or maintenance is needed and what should be prioritized.
Asset Comparison
Support consistent comparison and management of multiple battery assets.
WHY DIFFERENT
Beyond Monitoring
Move beyond current-state monitoring to intelligence that explains health and risk.
Earlier Insight
Recognize meaningful condition changes before clear failures or alarms appear.
Asset-Specific Intelligence
Interpret battery condition in the context of battery type and actual operating conditions.
Decision Support
Translate analytical results into practical inspection and maintenance insight.
05 APPLICATIONS
Applicable across a wide range of battery assets
Support safer and more reliable operation across ESS, UPS, rail, data centers, reuse batteries and telecom infrastructure.
APPLICATION GRID
See Key Applications and Customer Value in One View
Applications
ESS
UPS
Subway Train
Data Center
Reuse Battery
Telecom Relay Station Battery
Customer Value
Safety
Support safer battery operation by identifying potential risk factors earlier.
Reliability
Improve operational reliability and availability through continuous understanding of condition and risk trends.
Maintenance
Reduce unnecessary inspection and support condition-based maintenance prioritization.
Asset Value
Support more systematic management of battery lifecycle and operating efficiency.
06 INTEGRATION & TRUST
Integrate with existing systems and build trust through validation
We provide only the public information customers need to understand integration feasibility and technical trust. Detailed system architecture, internal algorithms and implementation logic are not disclosed.
INTEGRATION
Add Intelligence while keeping the existing operating environment
eV-Guardian™ is designed to add intelligence without changing or controlling the existing battery operating system, using a safe data interface suited to the operating environment.
- Integration with existing BMS / battery systems
- Independent, read-only oriented use of operating data
- Flexible Edge or Server deployment
- Clear separation from existing operation and control functions
VALIDATION & TRUST
Improve field applicability through step-by-step validation
The objective is to establish practical reliability through independent verification and demonstration from the R&D stage through real operating environments.
- R&D and functional verification
- Simulation / HIL / Replay-based verification
- PoC and operating-environment validation
- Field performance and continuous improvement
Detailed analytical methods, internal algorithms, model architecture and implementation logic are not disclosed in order to protect core technology.
A SAFER TOMORROW THROUGH INTELLIGENCE
