TRIZ-AI uses real-world driving data to deliver instant fire and anomaly alerts, accurate battery health (SOH) and lifespan (RUL) predictions, and second-life grading for recycling. 

A cloud-native SaaS platform for fleets, insurers, and individual drivers.

SOH (State-of-Health) quantifies the current performance and condition of an EV battery, showing how efficient it is compared to a new battery. 

RUL (Remaining Useful Life) predicts the remaining safe usage time of the battery, helping drivers and companies anticipate the right point for maintenance or replacement. 

AI algorithms analyze driving patterns, charging habits, and environmental data to calculate SOH and RUL with precision, greatly enhancing efficiency and safety in battery management.

TRIZ-AI™ is a cloud-based platform that requires no complex hardware installation to start using. 

 Vehicle data is transmitted and analyzed in real time on the cloud, allowing drivers and enterprises to access results without additional devices. 

This approach reduces deployment costs and maintenance efforts while enabling rapid scalability.

TRIZ-AI™ continuously analyzes key battery data such as temperature, voltage, and current to detect anomalies in real time. 

Identified abnormal patterns are directly linked to potential fire risks, triggering early alerts. 

This enables drivers and enterprises to prevent possible fires in advance and ensure greater safety.

TRIZ-AI™ diagnoses battery performance without the need to remove or dismantle the battery. 

By simply connecting to the OBD port, it collects data to quickly and safely detect battery conditions and potential issues. 

This non-invasive approach saves time and costs while providing a convenient maintenance solution for drivers and enterprises.

TRIZ-AI™ provides an intuitive mobile dashboard designed for individual EV drivers. 

Drivers can monitor battery health, performance, and anomaly alerts in real time via their smartphones. 

This mobile accessibility enhances safety and convenience, allowing drivers to manage their batteries anytime, anywhere.

TRIZ-AI™ is a real-time diagnostic and predictive system for electric vehicle batteries. Drawing data from OBD2 (on-board diagnostics) systems, the Cloud-based AI platform monitors battery health, estimates remaining useful life (RUL), and identifies early signs of thermal (fire) risk. 

The system collects BMS data such as voltage, current, temperature, charging patterns and driving behaviors, which are analyzed using deep learning models to detect signs of degradation. The platform generates alerts and provides health check reports to help prevent hazardous failures and optimize battery performance.

- Pilot Test Complete (Busan, Jeju – 2025) 

- Consumer Launch: Q1. 2026 (3/1/2026) 

- Contact us for partnership opportunities 

Alex owns a sleek Hyundai Ioniq 5, his daily companion on both short city commutes and long weekend drives. 

One morning, before setting out on a trip, he simply plugs the small EV-Guard device into his car and launches the TRIZ-AI app on his phone. Within seconds, a vivid dashboard lights up on the screen. He can instantly check the overall health of his battery, monitor the exact rate of degradation, and even see detailed indicators of potential safety concerns. 

Every piece of information is presented clearly and intuitively, giving him a sense of control and reassurance. As he drives, the system continues to run quietly in the background, analyzing hundreds of data points in real time. 

Whenever an unusual pattern or early sign of risk appears, Alex receives an immediate notification on his phone. He knows about potential problems before they ever become critical, without needing to schedule time-consuming visits to a service center. 

For Alex, this means peace of mind, lower maintenance costs, and the freedom to simply enjoy his Ioniq 5-confident that TRIZ-AI is always watching out for his safety.

SMEC (SMEC Co., Ltd.) is a South Korean company founded in March 1996, specializing in integrated machine tools and ICT solutions—producing and selling industrial equipment such as CNC lathes, machining centers, robots, and communication systems to deliver smart manufacturing solutions.

The Korea Automotive Technology Institute (KATECH) is South Korea’s premier automotive research institution leading the nation's automotive industry's self-reliance and growth by conducting comprehensive R&D, technical support, testing and certification, and workforce development across areas from internal combustion engines to electric, hydrogen, and autonomous vehicle technologies.

The KAIST Energy & Environment Research Center (EERC), established in 1990, leads in sustainable energy and environmental research—focusing on core technologies such as carbon capture and utilization (CCU) and clean hydrogen to overcome the limitations of fossil fuels and achieve carbon neutrality

The Jeju Free International City Development Center (JDC) is a public corporation under the Ministry of Land, Infrastructure and Transport established in May 2002 under the Special Act on Jeju Special Self-Governing Province and Development of Free International City; it promotes and implements key projects in tourism, education, healthcare, and advanced science to develop Jeju Island as a free international city

The Korea Institute of Industrial Technology (KITECH), established in 1989, is a government-funded Korean research institute dedicated to bolstering the technological competitiveness of small and medium-sized manufacturers by advancing and commercializing core industrial technologies—such as manufacturing processes, system technologies, root technologies, and clean production systems

The Industry–Academic Cooperation Foundation of Jeju National University is an institution established under the Act on Industrial Education Promotion and University–Industry Cooperation and the university’s regulations, dedicated to advancing industry–academia collaboration, technology development, and talent cultivation to contribute to both regional and national development

Woojin Industrial Systems Co., Ltd. is a South Korean company founded in 1974 specializing in designing and manufacturing rail vehicles (such as electric multiple units, light rail, monorails) and electric buses, as well as developing and supplying core electrical components, power conversion systems, and energy storage systems—making it a leader in rail and eco-friendly transportation solutions

The Bus Transport Business Cooperative of Busan Metropolitan City is a nonprofit organization established in December 1982, serving as an association of city bus operators in Busan; it coordinates routes, manages fare and operational guidance, oversees member companies, and promotes ethical management to ensure efficient and cooperative public bus service operations in the region