The operating system for the battery & energy lifecycle.
Simulation, diagnostics, and lifecycle data — R&D to second-life, in one platform.
In production with industry partners.
Axioma Intelligence is being deployed under NDA with manufacturers, operators and insurers across the battery value chain. Our first European deployment partners:
Customer name withheld during commercial onboarding. Named references available on request.
One platform across the battery value chain.
Every capability is a cell of the same pack. Eight cells in series — R&D to compliance — wired to one source of truth.
Unified data layer
BMS, lab, manufacturing, and field assets in one schema.
Physics & AI simulation
BattMo, ECM, and ageing models calibrated to your data.
Manufacturing insights
Defect analytics and yield, linked to field performance.
Real-time diagnostics
SoH, thermal risk, and degradation for every cell and site.
Warranty & lifetime intelligence
RUL forecasting, warranty shield, and degradation-mode diagnostics.
Risk analytics
Underwriting, claims prediction, and fleet benchmarks.
Second-life & circular
Repurposing, SoH-graded inventory, recycling logistics.
EU Battery Passport
Compliance-ready digital product passports.
Extreme event ML model trained in nvcr.io/nvidia/pytorch, exported to ONNX opset 17. 7 peril types × 21-head output — real-time reinsurance EAL/PML scoring on every Risk Analytics API call.
GPU-accelerated MIP solver powering BESS dispatch — solves multi-period scheduling across FCR-N, aFRR, peak-shaving and arbitrage markets simultaneously, with degradation cost penalty.
NVIDIA NIM microservices parse hosting-capacity heatmaps, interconnection tariffs and queue reports for the grid siting pipeline. Free via build.nvidia.com — same OpenAI-compatible API.
Physics-informed neural networks as surrogate models for the BattMo electrochemical PDE stack — targeting 100× speedup over FEM integration. Wire in with PHYSICSNEMO_ENDPOINT env var.
NVIDIA's diffusion-based downscaling for solar irradiance forecasting in Solar Pulse — 4 km × 1 h resolution GHI/DNI/DHI. Free via api.weather.nvidia.com. Set EARTH2_ENDPOINT to activate.
Molecular AI models (MolMIM) predicting solvation energy, HOMO-LUMO gap, and logP for electrolyte SMILES in Material Engine. Free via health.api.nvidia.com. Set BIONEMO_ENDPOINT to activate.
GPU-accelerated curve fitting for cell ageing models and spatial scoring for grid siting. Wire in with RAPIDS_ENDPOINT env var pointing to a cuML microservice.
NVIDIA's production inference server for GPU-backed ONNX extreme-event and portfolio-scoring models. Falls back to local ONNX (CPU). Wire in with TRITON_ENDPOINT env var.
Roadmap: physically-accurate 3D Digital Twin streaming layer for BESS installations — turning live telemetry into an interactive simulation environment.
24 elements, one platform.
Every module is a building block. Combine them across the value chain — from cell to portfolio.
Run battery R&D programmes end-to-end. Plan experiments, track samples, capture cell test data, and link results back to projects and hypotheses.
- Experiment registry
- Sample lineage
- Project KPIs
Screen electrode and electrolyte materials with AI-assisted property prediction before committing to wet-lab synthesis.
- Property predictions
- Candidate ranking
- Synthesis briefs
Pseudo-2D electrochemical simulations powered by BattMo — model SEI growth, lithium plating, and capacity fade for any cell design.
- P2D simulation outputs
- Degradation curves
- Design sensitivities
Generate realistic BMS telemetry streams under custom duty cycles to test pipelines, alarms, and diagnostics before deployment.
- Synthetic V/I/T traces
- Fault injection
- Replayable cycles
Fit semi-empirical and physics-informed ageing models to calendar and cycling data, then predict end-of-life under any operating profile.
- Ageing model fits
- EOL predictions
- Application simulations
Build, fit, and simulate equivalent-circuit models (1-RC, 2-RC Thevenin) for fast online state estimation and SoC/SoH algorithms.
- OCV-SoC curves
- R/C parameter maps
- Voltage simulations
Single source of truth for every battery asset across modules — solar farms, BESS sites, EV fleets, recycled packs — federated under one schema.
- Unified asset list
- Cross-module IDs
- Status & geography
Solar generation forecasts, BESS dispatch optimisation, and energy-market trading signals — co-optimised against weather and price curves.
- 24-72h forecasts
- Dispatch schedules
- P&L attribution
Statistical process control, defect analytics, and yield tracking for cell and pack production — linked back to field performance.
- SPC charts
- Defect Pareto
- Yield-to-field traceability
Live model replicas of fielded batteries — combine BMS telemetry with calibrated physics to predict thermal events and degradation in real time.
- Live SoH/SoC
- Anomaly alerts
- Predictive RUL
ADR / IATA / IMDG-compliant shipping workflows for batteries — UN38.3 documentation, hazard classification, route risk and chain of custody.
- Compliance packs
- Route risk scores
- Chain of custody
Day-to-day BESS operations: SoC management, augmentation planning, contract compliance, availability KPIs, and revenue stack reporting.
- Availability KPIs
- Augmentation plans
- Revenue stack
SoH and RUL assessment for every battery in an EV fleet — drives predictive maintenance, second-life eligibility, and remarketing pricing.
- Per-vehicle SoH
- Remarketing values
- 2nd-life eligibility
The federated data platform underneath everything — ingestion, quality monitoring, lineage, and governed access across all collections.
- Ingestion jobs
- Quality scores
- Lineage maps
Multi-model AI orchestration — GPT-5.2 by default with Claude, Gemini, and domain models composable into auditable analytical workflows.
- Agent runs
- Citation trails
- Reusable workflows
Structured due-diligence reviews of battery assets and portfolios — technical, commercial, and regulatory — with full audit trail.
- DD memos
- Red-flag summaries
- Comparable benchmarks
EU 2027-ready digital product passport — materials, carbon, lifecycle and supply-chain attestations rolled up into a public-facing record.
- Passport records
- Compliance score
- QR-linked data
Battery-specific risk analytics for insurers — Thermal Event Risk Score, claims prediction, fleet benchmarks, and underwriting decision support.
- Thermal risk score
- Claims probabilities
- Underwriting verdicts
Match end-of-first-life packs to second-life applications by SoH, chemistry, and form factor — track circular value and recycling routes.
- SoH-graded inventory
- Application fit
- Circular passport
Manage warranty coverage, reserves, and claim cycles — link claims back to manufacturing lots, field telemetry, and ageing predictions.
- Claim pipeline
- Reserve forecasts
- Lot trace-back
Cradle-to-grave carbon accounting for batteries — embodied emissions from materials, operational CO₂ avoided/created, and recycling credits.
- kgCO₂e per kWh
- Avoided emissions
- ESG-ready reports
End-to-end tender response workspace — ingest RFPs, extract requirements, draft compliant responses with AI, and benchmark bids against historical wins.
- Requirement extracts
- AI-drafted responses
- Bid score benchmarks
Battery asset financing workflows — performance-based lending, residual-value modelling, and lender-grade reporting on operating fleets.
- Cash-flow models
- Residual values
- Covenant reports
BESS investment workspace — pipeline, technical due diligence, revenue-stack modelling, and post-COD performance tracking.
- Pipeline tracker
- Revenue-stack models
- Performance vs. base case
One platform, eight perspectives.
The same battery data, translated into each stakeholder’s workflow. Hover the orbit or a card — they’re wired together.
Underwrite battery risk with real data
Live BMS-driven thermal-event risk and claims likelihood, not spec sheets.
Risk scoring + claims predictionPrice storage on actual performance
Due-diligence, residual-value, and portfolio risk for BESS and EV batteries.
Asset-level cash-flow modellingClose the loop, manufacturing to field
Trace defects and warranty claims back to cells, lots, and processes.
Defect-to-field traceabilitySoH on every vehicle battery
Health, second-life eligibility, and predictive maintenance at fleet scale.
SoH + RUL on every packForecast, dispatch, trade with confidence
Weather + demand + battery state, optimised for co-located storage.
Forecast + dispatch + tradingGrade, repurpose, resell at scale
SoH-graded inventory, application-fit matching, circular passports.
SoH-graded inventorySimulate before you build
BattMo, ECM, and ageing simulators calibrated to your test data.
Physics + AI co-simulationAudit-ready EU Battery Passport
Materials, carbon, and lifecycle structured to EU 2027 requirements.
EU Battery Passport readySoftware, plus the team to make it land.
Battery intelligence isn’t plug-and-play. We bring the engineers, scientists, and operators with it.
Platform deployment
Stand up Axioma in your environment, integrated with your stack.
- Multi-tenant or dedicated cloud
- BMS / SCADA / ERP integrations
- SSO, RBAC, audit logging
Custom modelling
Calibrate ageing, ECM, and physics to your cells and duty cycles.
- Cell-specific ageing fits
- Duty-cycle simulation
- Calibration against field BMS data
Compliance & passport
End-to-end EU Battery Passport implementation.
- Regulation gap analysis
- Supplier data onboarding
- Audit-ready submission packs
Advisory & training
Workshops with engineering, operations, finance, and risk teams.
- Stakeholder workshops
- On-site enablement
- Quarterly business reviews
Tell us what you’re trying to solve.
We scope to OEMs, insurers, financiers, and operators.
Accelerating the energy transition with connected intelligence.
The battery industry produces vast amounts of data. Almost none of it flows between the people who need it.
We built one platform that connects R&D, operations, underwriting, and compliance — so a single cell test can inform a warranty decision, a residual-value forecast, and a regulatory submission.
Data first
No placeholders. Every chart is wired to real, federated data.
Cross-stakeholder
One battery, eight workflows. Insurer to operator to regulator.
Built for the lifecycle
R&D → manufacturing → field → second-life → recycling.
Let's talk.
Battery and energy data, on your assets, in 30 minutes.
info@axioma-intelligence.com