From electric vehicles and drones to robots and industrial equipment, 

Energy Guardian transforms battery data into lifecycle intelligence for every powered asset.

Every battery-powered machine can show how much charge is left. But charge alone cannot tell you how healthy the battery is, how long it can continue to operate safely, what risks may be developing, or how much value will remain after its first use. Battery degradation rarely begins with a sudden failure. It develops quietly through thousands of charging and discharging cycles, temperature changes, operating loads, usage patterns, and environmental conditions. When these changes remain invisible, businesses face unplanned downtime, premature battery replacement, rising maintenance costs, safety risks, and lost asset value. Energy Guardian makes those hidden changes visible before they become operational problems.

TRIZ-AI™ Energy Guardian reveals how much life, safety, performance, and value remain.

Battery degradation grows quietly before it becomes a visible problem.

Unexpected battery degradation can interrupt individual assets and, eventually, entire operations.

Without verified battery history and health data, accurately assessing residual value becomes difficult.

Batteries may be replaced long before their useful life has actually ended.

Batteries that still have useful capacity may be discarded before reuse or second-life opportunities are properly evaluated.

Small changes in temperature, voltage, resistance, and degradation patterns can indicate emerging safety risks.

One Intelligence Across the Entire Battery Life

Turn Fragmented Battery Data into Continuous Lifecycle Intelligence

Continuously analyze battery condition, operating history, charging and discharging behavior, temperature patterns, and degradation trends. Identify which batteries are performing normally and which are beginning to change.

Use actual battery condition to optimize inspection, charging, operating conditions, maintenance, and replacement timing. Move beyond fixed replacement schedules toward condition-based battery management. 

Analyze abnormal patterns in voltage, temperature, resistance, and operating behavior to identify emerging risks earlier. Energy Guardian helps operators understand both the level of risk and the factors behind it, enabling better-informed intervention.

Combine battery health, verified history, remaining useful life, and risk information to evaluate residual performance and economic value. This intelligence can support insurance, warranty, used-asset transactions, battery trading, reuse, and second-life services.          

Establish the Battery's Digital Identity. 

Capture manufacturing information, battery identity, initial performance, installed asset, and operating conditions. 

• Battery Identity 

• Initial Performance 

• Installed Asset 

• Operating Environment

Turn Intelligence into Operational Action

Recommend inspections, charging optimization, operating adjustments, maintenance actions, and replacement planning. 

• Inspection Priority 

• Charging Optimization 

• Maintenance Guidance 

• Replacement Planning

Understand What's Happening in Operation

Continuously analyze temperature, voltage, current, charge and discharge behavior, operating load, and environmental conditions. 

• Temperature 

• Voltage 

• Current 

• Charge & Discharge 

• Operating Load

Understand What the Battery Is Still Worth

Evaluate remaining performance and economic value based on verified history, current condition, risk, and future usability. 

• Residual Performance 

• Risk Score 

• Residual Value 

• Future Usability

Understand What Is Likely to Happen Next

Estimate battery health, remaining useful life, degradation rate, and anomaly risk. 

• State of Health 

• Remaining Useful Life 

• Degradation Rate 

• Anomaly Risk 

Determine the Best Next Life

Support decisions across continued use, replacement, repurposing, second-life applications, and recycling. 

• Continue Use 

• Replace 

• Repurpose 

• Second Life 

• Recycle 

Intelligence Across the Assets. AI that Predict. Ecosystem that Delivers.

One Intelligence Layer Across Multiple Asset Types 

Electric vehicles, drones, robots, and industrial equipment generate battery data in different formats and under very different operating conditions. Cross-Asset Battery Intelligence standardizes and contextualizes these data streams, enabling organizations to manage diverse battery assets through a unified intelligence layer. 

Data Sources 

• BMS 

• OEM API 

• Telemetry 

• Charging Data 

• Optional Edge Connector 

Turn Predictions into Operational Decisions 

Energy Guardian analyzes State of Health, Remaining Useful Life, degradation trends, and anomaly risk. The output does not end with a score or graph. Predict-to-Action AI explains what the prediction means and converts it into clear operational recommendations. 

Example Recommendations 

Inspect within 48 hours 

Reduce high-load operation 

Continue normal operation 

Prepare replacement 

Eligible for second life 

Turn Battery Intelligence into a Connected Service Layer 

Energy Guardian uses an open API-based architecture to connect battery intelligence with enterprise operations and external services. Fleet management, maintenance, insurance, warranty, battery trading, second-life services, and recycling can all be built on verified battery lifecycle information. 

Connected Services 

• Fleet Operations 

• OEM 

• Maintenance 

• Insurance 

• Warranty 

• Battery Trading 

• Second-Life Services 

• Recycling 

Battery Intelligence that Powers Every Mission

Diagnose Battery Health Without Removing the Pack 

Monitor battery condition across an entire electric vehicle fleet and automatically prioritize vehicles requiring inspection or maintenance. By using operating and battery data, Energy Guardian can support non-invasive health assessment and help minimize unnecessary pack removal. 

Key Benefits 

• Non-Invasive Diagnosis 

• Smarter Maintenance Priority 

• Reduced Downtime 

• Battery Asset Visibility 

Know Mission Readiness Before Takeoff 

Analyze battery condition together with mission requirements to assess readiness before a drone leaves the ground. High-risk batteries can be identified before deployment, allowing operators to assign a more suitable battery to the mission. 

Key Benefits 

• Mission Readiness Prediction 

• Pre-Flight Risk Assessment 

• Battery Assignment 

• Safer Operations 

Coordinate Operations Around Actual Battery Condition 

Use real battery condition and predicted replacement timing to coordinate charging, maintenance, and work schedules across robots and industrial assets. Energy Guardian helps reduce operational interruptions while improving asset availability. 

Key Benefits 

• Higher Uptime 

• Fewer Interruptions 

• Condition-Based Maintenance 

• Optimized Charging 

Turn Verified Battery History into Better Risk and Value Decisions

Combine Battery Health Score, Risk Score, verified usage history, and Remaining Useful Life into a single decision framework. The resulting intelligence can support insurance, warranty, used-asset valuation, battery trading, and future-use assessment. 

Key Benefits 

• Risk Scoring 

• Warranty Intelligence 

• Residual Value Assessment 

• Verified Battery History 

Maximize performance & profitability today while building a more sustainable tomorrow.

Turn Battery Intelligence into Business Value 

• Asset Visibility 

• Operational Efficiency 

• Higher Uptime 

• Smarter Maintenance 

• Residual Value 

• New Revenue Services

Energy Guardian helps transform batteries from replaceable components into visible and manageable enterprise assets. Organizations can monitor large battery populations through one intelligence layer, optimize maintenance and replacement priorities, and develop new services around verified battery condition and residual value. 

Extend Battery Life. Reduce Environmental Impact. 

• Longer Useful Life 

• Reduced Premature Waste 

• Safer Second Life 

• Circular Battery Management 

• Better Reuse Decisions 

• Smarter Recycling 

Energy Guardian helps prevent batteries with usable life remaining from being discarded too early. By understanding actual condition and future usability, organizations can make more informed decisions about continued use, repurposing, second-life applications, and recycling. Better battery intelligence creates the foundation for a more efficient and circular battery economy. Core Message One battery can create greater business value and a more sustainable future when its full lifecycle is understood.