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

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.

Discover Energy System Modelling
Battery Intelligence

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.

Discover Battery Intelligence
Energy Management System

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.

Discover Energy Management System
Smart Grid Data Fabric

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.

Discover Smart Grid Data Fabric

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.

Soluzioni lungo tutto il ciclo di vita del BESS

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

BESS INSIGHT integrates data infrastructure, Battery Intelligence and Energy Management System into a single ecosystem to collect data, generate insights and optimize the BESS.
Energy System Modelling sits further upstream, as a tool for simulation, design and assessment.
image

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
cta Image