Apr 21, 2026
From Rows to Columns: A Journey Through the Evolution of Data Systems
The evolution of data management systems is deeply tied to the way data is represented and organized in memory …
For a better future
Energy
from your data
We believe the future of energy is built on insights generated from data. That’s why we democratize machine learning and data engineering in energy storage, helping create more sustainable, intelligent and resilient systems.
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800 MWh of battery capacity
under active management
worldwide
Our solutions
From data to decisions,
across the entire BESS lifecycle
Energy System
Modelling
Simulate the system before investing
We model assets, energy profiles and constraints to compare scenarios, estimate performance and size the BESS using technical and economic criteria.
Battery
Intelligence
Understand battery behavior
We analyze operating data, conditions and signs of degradation to assess battery performance, anomalies and service life during real-world operation.
Energy Management
System
Optimize BESS use
We combine forecasts, physical constraints and economic signals to define operating strategies that increase BESS value in day-to-day operation.
Smart Grid
Data Fabric
The data layer under the hood
We collect and organize consistent energy data to support analytics, AI models and operational applications throughout the BESS operating lifecycle.
Mature, effective technology,
proven by the numbers
0MWh
Battery capacity
under active management
0yr
Real-world operating
experience in energy storage
0%
Integration
with Tier 1 OEM hardware
0yr
Potential extension
of battery life
Our key advantages
What makes us stand out
Reliable predictive models
Adaptive AI agents for real-time decisions on trading, safety and maintenance, with field-validated forecasts.
OEM agnostic
Compatible with more than 80% of leading Tier 1 battery and PCS suppliers, from commercial to utility-scale projects.
AI trained on real-world data
Algorithms trained on more than 800 MWh of systems operating for over 5 years, using 900 TB of heterogeneous data from cells and PCS.
Multidisciplinary expertise
Our team combines electrochemistry, data & ML engineering and BESS plant operations to reduce risks and accelerate projects.
Integrated data infrastructure
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 solid professional experience. Founded with ties to the Massachusetts Institute of Technology ecosystem, it combines high-level academic credentials with industry experience in IT consulting, analytics and project management, creating a unique profile for technology transfer and applied research, capable of turning the most advanced scientific knowledge into practical solutions for industry.
Insights and updates
The latest articles from our blog
Explore fresh perspectives on energy storage, data, and machine learning shaping the future
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 …
Sep 10, 2025
Data engineering: the invisible backbone of digital
Behind every digital application lie data infrastructures that collect, transform, and make information …
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