Four solutions, one path
From modeling to operational management
muleML solutions follow a clear path: simulate the system, understand the battery, optimize its use and enable the entire process through shared data infrastructure.
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.
BESS lifecycle
Solutions across the entire BESS lifecycle
From understanding the energy system to managing asset operations, muleML solutions support
the different stages of BESS development and use.
BESS INSIGHT
One architecture for data, intelligence and control
A streamlined path connecting data, models, insights and operational control.
01Collect
Collect data from BESS, the grid and energy assets into a consistent, usable layer.
02Simulate
Assess scenarios, constraints and business cases with energy models designed to support decisions.
03Understand
Analyze performance, condition and degradation to turn operating data into insights.
04Optimize
Combine forecasts, physical constraints and economic signals into effective operating strategies.
Integrated architecture
BESS INSIGHT
Energy System Modelling sits further upstream, as a tool for simulation, design and assessment.
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