FawkesCore battery intelligence pattern
EV & BESS

FawkesCore

Real-time battery observability platform powering smarter operational & financial decisions
Electric Vehicles
2W | 3W | 4W | Buses | Trucks
Battery Energy Storage Systems
Renewable | Utility | Residential | Commercial and Industrial
Battery Health & Lifetime
EV
Resale planning
Capacity fade tracking
Retirement scheduling
BESS
Contracted output compliance
Cohort benchmarking
Augmentation timing
Continuous health tracking, degradation velocity and remaining useful life across your assets.
Predictive battery health and lifetime intelligence dashboard
Fault Detection & Safety
EV
Predictive maintenance
Thermal runaway prevention
Downtime reduction
BESS
Container-level risk isolation
Independent safety layer
Insurance trail
Early identification of thermal risk, cell imbalance and anomalies before they affect operations.
Battery fault detection and safety action queue dashboard
Operational & Financial Intelligence
EV
Cost per km optimization
Degradation-aware dispatch
Route optimisation
BESS
Warranty exposure
O&M cost reduction
Revenue protection
Usage behaviour, degradation drivers and economic impact across the asset lifecycle.
Operational and financial performance intelligence dashboard
How the tech stack works
1
Data Ingestion
FawkesCore ingests real-world telemetry directly from the BMS, voltage, current, temperature and operating conditions, streamed continuously and securely from your assets.
2
Intelligent Data Engine
Raw battery data is incomplete, inconsistent and often misleading. Every signal is cleaned, re-sampled and quality-checked using battery domain knowledge, with OEM-reported metrics set aside in favour of first-principles signals.
3
Battery Intelligence Models
Structured data is fed into proprietary physics-based, ML-driven models tuned to the application, chemistry and operating environment, continuously estimating battery health, detecting anomalies and predicting remaining useful life.
4
Actionable Decisions
The models surface state of health, degradation velocity, fault alerts and usage behaviours driving wear, delivered as decisions for maintenance, fleet optimisation, warranty management and asset planning.

FawkesCore vs BMS/EMS

CapabilityBMSEMSFawkesCore
Primary roleProtect the batteryOptimize energy dispatchMaximize battery lifetime and asset value
Decision horizonMilliseconds–secondsSeconds–minutesDays–years
Knows why degradation is happeningNoNoYes
Predicts future health (SoH/RUL)Basic estimatesNoPhysics + AI predictions
Detects abnormal agingLimitedNoYes
Identifies root cause of failuresNoNoYes
Optimizes battery operating strategyFixed protection logicFor energy economicsFor battery longevity & economics
Warranty & performance analyticsNoNoYes
Financial insights (LCOE, residual value, replacement planning)NoNoYes
Works across battery OEMsNoYesOEM-agnostic
Primary outcomePrevent catastrophic failureDeliver energy reliablyReduce degradation. Extend life. Increase ROI.
FAQ
What data does FawkesCore need to generate battery intelligence?

FawkesCore works with operational battery data already generated by your assets - including voltage, current, temperature and usage data. The exact data requirements depend on the application and the depth of intelligence required. We assess data availability and quality during onboarding and configure the analytics accordingly.

How accurate are FawkesCore's battery health and predictive insights?

Accuracy depends on data quality, operating history, battery chemistry and the insight being generated. FawkesCore combines physics-based battery models, statistical methods and machine learning, with continuous validation against real-world battery behaviour. Wherever relevant, insights are accompanied by confidence levels rather than treated as black-box predictions.

Does FawkesCore only identify problems, or does it tell us what to do next?

FawkesCore is designed to move teams from detection to diagnosis to action. Beyond identifying anomalies, degradation or emerging risks, the platform helps identify probable root causes, prioritise issues and recommend actionable next steps for operations, service teams or R&D teams.

Can FawkesCore work across different battery chemistries, OEMs and asset types?

Yes. FawkesCore is designed as a chemistry- and manufacturer-agnostic intelligence layer. It can standardise battery data and analytics across heterogeneous assets, enabling fleets and portfolios to benchmark performance, health, degradation and risk through a common intelligence framework.

How long does it take to integrate and start generating useful insights?

FawkesCore integrates with existing BMS, telemetry, cloud, FMS/EMS and other data infrastructure through APIs or data pipelines. Initial monitoring and diagnostic insights can begin once sufficient data is available, while predictive models and asset-specific intelligence become progressively stronger as operating history grows. A usual process takes about 4-6 weeks to build and deploy.

How does FawkesCore handle data security, ownership and compliance?

Customer battery and operational data remains customer-owned. FawkesCore is designed with secure data transmission, controlled access, logical data isolation and enterprise-grade cloud infrastructure. Data access, retention, residency and integration requirements can be configured based on customer security and compliance requirements.

We're working with early partners across EV and BESS.
If batteries are central to your business,
let's talk
Let's Talk