Sep 12, 2025
End-of-life batteries, challenge or opportunity?
Batteries reaching the end of their life are not necessarily waste: they can open new market opportunities and …
Shaping the intelligence of energy
Energy
from your data
We believe the future of energy lies in data-driven insights.
That’s why we democratize machine learning and data engineering in energy storage, helping the world build more sustainable and resilient energy systems.
800 MWh battery capacity
under active management
worldwide
Our solution BESS INSIGHT
An integrated architecture for energy storage data:
sensors, edge devices, analytics and ML
Advanced Sensors
Fiber-optic sensors capturing high-resolution temperature and strain data
Edge Devices
Smart gateways collecting and pre-processing field data in real time
Device Connectivity
Secure device control, local data buffering, and resilient connectivity
Data Platform & Analytics
Unified environment for data engineering, monitoring, and analytics service
Unified Lakehouse Architecture
Scalable storage unifying raw and curated data for advanced processing
ML & Model Operations
End-to-end machine learning lifecycle: training, deployment, and monitoring
A mature and effective technology,
proven by numbers
0MWh
Battery capacity
under active management
0yrs
Real-world operating
experience in energy storage
0%
Integration with Tier 1 OEMs
for lower system cost
0yrs
Battery lifetime extension
enabled by our technology
Our key advantages
What makes BESS INSIGHT stand out
Reliable predictive AI
Adaptive AI agents for real-time trading, safety and maintenance, with field-validated prediction ensuring reliability and impact.
OEM agnostic
Compatible with more than 80% of Tier 1 battery and PCS suppliers, spanning commercial to utility-scale projects
AI trained on real-world data
Algorithms trained on 800+ MWh of systems operating for 5+ years, leveraging 900 TB of diverse data across cells and PCS.
Multidisciplinary expertise
Our team combines electrochemistry, data & ML engineering and BESS operations to minimize risks and simplify projects for clients.
Integrated data platform
A unified environment combining data engineering and analytics, built on open-source technologies for transparency.
EU-based and compliant
Full compliance with European standards, including the AI Act, with all data securely managed within EU jurisdictions.
We Are muleML
Where science meets industry
The company is young, but the team brings a long professional history. Born connected to the ecosystem of the Massachusetts Institute of Technology, it combines top-level academic credentials with industrial expertise in IT consulting, analytics, and project management, creating a unique profile for technology transfer and applied research, capable of transforming cutting-edge scientific knowledge into concrete solutions for industry.
Insights & updates
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Shape the future of energy with us
Get in touch to discover our solutions, book a demo, or start a conversation about your next project. At muleML, we believe in democratizing data and machine learning, making complex technologies simple and accessible. Our approach is gradual and pragmatic: we start with quick wins within everyone’s reach, while building a path toward long-term transformation.
Contact us