Intelligent Software Layer

Unlock the full potential of your battery with Intelligent Software Layer for Battery Management


Our Intelligent Software Layer


Improves performance, safety and lifetime of any battery

Developed in adherence with ASPICE and ISO26262 to meet the needs of automotive customers and beyond

Powered by proprietary AI algorithms

Hardware agnostic and ready to be deployed into any existing BMS/Vehicle EE architecture

Easily integrates in the edge and/or in the cloud to achieve optimal battery performance

Our Intelligent Software Layer


Improves performance, safety and lifetime of any battery

Developed in adherence with ASPICE and ISO26262 to meet the needs of automotive customers and beyond

Powered by proprietary AI algorithms

Hardware agnostic and ready to be deployed into any existing BMS/Vehicle EE architecture

Easily integrates in the edge and/or in the cloud to achieve optimal battery performance

Advanced SOX

Maximum battery performance achieved with unique algorithms that offer best-in-class accuracy and robustness in battery state estimation and control.

残存有効期間

Extends battery lifetime by accurately predicting the remaining useful life of the battery in the real world – right from beginning of its life.

AI Diagnostics

Improves safety and reduces downtime by enabling early detection of cell degradation and safety critical failures.

Advanced SOX

Maximum battery performance achieved with unique algorithms that offer best-in-class accuracy and robustness in battery state estimation and control.

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残存有効期間

Extends battery lifetime by accurately predicting the remaining useful life of the battery in the real world – right from beginning of its life.

LEARN MORE
AI Diagnostics

Improves safety and reduces downtime by enabling early detection of cell degradation and safety critical failures.

LEARN MORE
Advanced SOX

Improved range and performance


Maximum battery performance achieved with unique algorithms that offer best-in-class accuracy and robustness in battery state estimation and control.

Advanced SOX

Improved range and performance


Maximum battery performance achieved with unique algorithms that offer best-in-class accuracy and robustness in battery state estimation and control.

What it does

- Accurate estimation of:
- State of Charge (SOC)
- State of Health SOH)
- State of Energy (SOE)
- State of Power (SOP)
- Accurate throughout the lifetime, under a wide temperature range and robust against sensor inaccuracies
- 1% SOC and 2% SOH accuracy validated for NMC LFP and LTO.

How it does it

- Proprietary physics-based cell models optimized for low computation and memory footprint
- Proprietary calibration tools for quick parametrization
- Developed according to AUTOSAR classic/adaptive for ease of integration
- Deployed across many applications in light mobility, automotive and energy storage.

What it does

- Accurate estimation of:
- State of Charge (SOC)
- State of Health SOH)
- State of Energy (SOE)
- State of Power (SOP)
- Accurate throughout the lifetime, under a wide temperature range and robust against sensor inaccuracies
- 1% SOC and 2% SOH accuracy validated for NMC LFP and LTO.

How it does it

- Proprietary physics-based cell models optimized for low computation and memory footprint
- Proprietary calibration tools for quick parametrization
- Developed according to AUTOSAR classic/adaptive for ease of integration
- Deployed across many applications in light mobility, automotive and energy storage.

Real world use case

Acceleration and range are key Electric Vehicle performance differentiations that customers review before choosing the right models for them. One of our customers used Eatron’s advanced SOX to gain this competitive advantage. With 1% accuracy achieved in a real world drive cycle, their electric vehicle model was able to travel 10km further. No modification to the pack or chemistry. All done with SW only.

残存有効期間

Increased lifetime


Extends battery lifetime by accurately predicting the remaining useful life of the battery in the real world – right from beginning of its life.

残存有効期間

Increased lifetime


Extends battery lifetime by accurately predicting the remaining useful life of the battery in the real world – right from beginning of its life.

What it does

- Long term prediction of batteries remaining useful life
- Prediction of future aging trajectory based on specific usage profile
- Early prediction of ageing trajectory “knee-point”
- Allows for corrective actions to be taken to extend battery lifetime
- Satisfies EU Battery Passport regulation
- Validated for both LFP and NMC chemistry.

How it does it

- Utilises Eatron’s Advanced SOX to accurately track the battery state
- Patented AI-based approach enables training from both from lab and field data
- Use field data to continually learn and self-adapt to improve accuracy
- Combines AI and Electrochemical models for best accuracy and robustness
- Takes into account cycling and calendar ageing across a wide range of C-rates, DoDs and temperatures.

What it does

- Long term prediction of batteries remaining useful life
- Prediction of future aging trajectory based on specific usage profile
- Early prediction of ageing trajectory “knee-point”
- Allows for corrective actions to be taken to extend battery lifetime
- Satisfies EU Battery Passport regulation
- Validated for both LFP and NMC chemistry.

How it does it

- Utilises Eatron’s Advanced SOX to accurately track the battery state
- Patented AI-based approach enables training from both from lab and field data
- Use field data to continually learn and self-adapt to improve accuracy
- Combines AI and Electrochemical models for best accuracy and robustness
- Takes into account cycling and calendar ageing across a wide range of C-rates, DoDs and temperatures.

Real world use case

Batteries are expensive. All efforts should be taken to maximise their usage before replacing them with new ones. Batteries which are dying prematurely and unexpectedly are subject to significant warranty liabilities, causing customer anxiety and dissatisfaction. Knowing the Remaining Useful Life of the battery helps address these concerns. It also generates actionable insights that extends the batteries’ lifetime. Eatron helped one of its customers increase their battery field lifetime by 25%.

AI Diagnostics

Improved safety


Improves safety and reduces downtime by enabling early detection of cell degradation and safety related faults.

AI Diagnostics

Improved safety


Improves safety and reduces downtime by enabling early detection of cell degradation and safety related faults.

What it does

- Provides early warning on evolution of specific failures:
- Lithium plating
- Cell anomaly
- Accelerated degradation
- Thermal runaway
- Gives warning week in advance, enabling early service intervention and reducing the risk of safety incidents, giving you and your customer a piece of mind.

How it does it

- Proprietary AI models developed around specialist features combining advanced statistics and battery expertise
- Optimised and validated in the field to ensure best in class detection rates.

What it does

- Provides early warning on evolution of specific failures:
- Lithium plating
- Cell anomaly
- Accelerated degradation
- Thermal runaway
- Gives warning week in advance, enabling early service intervention and reducing the risk of safety incidents, giving you and your customer a piece of mind.

How it does it

- Proprietary AI models developed around specialist features combining advanced statistics and battery expertise
- Optimised and validated in the field to ensure best in class detection rates.

Real world use case

Safety incidents like battery fires should be avoided at all costs, yet despite all necessary BMS safety protection mechanisms, fires still occur. This is typically caused by poor and uncontrolled quality of the cells that overtime develop internal faults, leading to safety risks. Detecting such faults early enough and taking necessary safety action is key to providing uncompromised safety. Equally, taking safety action unnecessarily leads to significant costs, so false positives are unwanted. This is exactly what Eatron’s AI Diagnostics algorithm is optimised for, which helped one of our customers improve the safety of their packs and reducing the risk of expensive recall by detecting lithium plating with 100% accuracy at pack level and with 0 false positives.

Next steps


1. Book a call

Let us learn more about your application and specific goals/challenges so we can identify which ISL functions (on edge and/or cloud) would fit your requirements best.

2. See the benefits

Send us your cell/battery data so we can calibrate our models for you. If you don’t have the right data, don’t worry we can characterise the cell for you. Using our simulation framework, we will demonstrate how well the ISL function works for your specific setup, including benchmarking against your existing solution.

3. Get ready for production

We integrate our ISL functions into your existing battery management system (edge and/or cloud) and support you with further validation (if required) to launch it into the final production code.

4. Enjoy peace of mind 

We support you further with code maintenance and annual updates as part of our production licensing agreement.

1. Book a call

Let us learn more about your application and specific goals/challenges so we can identify which ISL functions (on edge and/or cloud) would fit your requirements best.

2. See the benefits

Send us your cell/battery data so we can calibrate our models for you. If you don’t have the right data, don’t worry we can characterise the cell for you. Using our simulation framework, we will demonstrate how well the ISL function works for your specific setup, including benchmarking against your existing solution.

3. Get ready for production

We integrate our ISL functions into your existing battery management system (edge and/or cloud) and support you with further validation (if required) to launch it into the final production code.

4. Enjoy peace of mind 

We support you further with code maintenance and annual updates as part of our production licensing agreement.

Battery Management Redefined

Why Eatron?


We are the pioneers in battery management technology. Eatron unlocks the maximum potential of batteries using Intelligent Battery Management Software – Eatron’s Intelligent Software Layer (ISL). With our passion for science and deep technology, Eatronians develop AI-powered, edge-to-cloud connected, safe software solutions for all automotive players and beyond.

Every Eatron software function can be integrated into the existing BMS architecture and since it’s been developed according to ASPICE and ISO26262 it can be rapidly deployed for serial production. Every ISL function is designed to have a cloud counterpart with integrated connectivity and analytics, enabling OTA updates and unlocking regular software improvements. You can expect superior performance, safety and reliability over the lifetime of all your batteries. Why accept less?

Battery Management Redefined

Why Eatron?


We are the pioneers in battery management technology. Eatron unlocks the maximum potential of batteries using Intelligent Battery Management Software – Eatron’s Intelligent Software Layer (ISL). With our passion for science and deep technology, Eatronians develop AI-powered, edge-to-cloud connected, safe software solutions for all automotive players and beyond.

Every Eatron software function can be integrated into the existing BMS architecture and since it’s been developed according to ASPICE and ISO26262 it can be rapidly deployed for serial production. Every ISL function is designed to have a cloud counterpart with integrated connectivity and analytics, enabling OTA updates and unlocking regular software improvements. You can expect superior performance, safety and reliability over the lifetime of all your batteries. Why accept less?

Interested in 12V BMS solutions, instead?

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