



| Capability | BMS | EMS | FawkesCore |
|---|---|---|---|
| Primary role | Protect the battery | Optimize energy dispatch | Maximize battery lifetime and asset value |
| Decision horizon | Milliseconds–seconds | Seconds–minutes | Days–years |
| Knows why degradation is happening | No | No | Yes |
| Predicts future health (SoH/RUL) | Basic estimates | No | Physics + AI predictions |
| Detects abnormal aging | Limited | No | Yes |
| Identifies root cause of failures | No | No | Yes |
| Optimizes battery operating strategy | Fixed protection logic | For energy economics | For battery longevity & economics |
| Warranty & performance analytics | No | No | Yes |
| Financial insights (LCOE, residual value, replacement planning) | No | No | Yes |
| Works across battery OEMs | No | Yes | OEM-agnostic |
| Primary outcome | Prevent catastrophic failure | Deliver energy reliably | Reduce degradation. Extend life. Increase ROI. |
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.
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.
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.
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.
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.
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.