Orchestrating the future of EV battery simulation

Describe your simulation intent.

We execute the workflow.

The intelligence layer above multi-physics solvers and GPU infrastructure.

Run →
Try:

Integrates with

ANSYSCOMSOLAbaqusNVIDIAOmniverse
Meet our advisors
NVIDIA·
Apple·
Microsoft·
Google·
Tesla·
ANSYS·
Stanford·
Roblox·
Verkada·
Gen
PLATFORM

Four primitives. Infinite workflows.

IntentThermalStructuralElectroMeshCFDFEAEIS
2,400
Subtasks generated
14 layers
Dependency depth
0.8s
Avg. decomposition

Simulation orchestration takes
more than compute.

SimXLabs delivers the orchestration intelligence, infrastructure, and tooling to validate EV battery designs at OEM scale — fast.

Simulation Orchestration Engine

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The intelligence layer that sits above multi-physics solvers and GPU infrastructure. Define intent, we generate the workflow.

For Simulation Engineers & CAE Teams
2,400 SWEEPS94% RELIABLE48× GPUS

Autonomous Validation Research

COMING SOON

Pushing the frontier of self-healing simulation, semantic caching, and AI-driven parameter optimization for battery R&D.

For R&D Teams & Research Scientists
AI-DRIVEN

Multi-Cloud Deployment

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Run anywhere — on-prem, hybrid cloud, VPC, or secure enclave. Deterministic execution with full audit trails.

For CTOs, CISOs & Infrastructure Teams
SXON-PREMCLOUDHYBRIDVPC

Cross-Team Collaboration

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One platform connecting simulation engineers, HPC teams, R&D leadership, and test validation — with shared workflows and reproducibility.

For Engineering Managers & Program Leads
5 TEAMSREAL-TIME
CAPABILITIES

From prompt to simulation.

Prompt
Simulation
S
Thermal Runaway Analysis
Cell Array — 18650 NMC
96s46p Configuration • 45°C Ambient
Peak Temp
847°C
Propagation
12.4s
Cells Safe
94.2%
Running
Crash Impact Simulation
Frontal Impact — 50G Load
Battery Pack v3.2 • FMVSS 305
Deformation Analysis — Side View
Max Deform
2.1mm
Enclosure
PASS
Stress (MPa)
482
Simulation Complete — 847 elements
Cooling System Optimization
Liquid Cooling — Serpentine
350V Module • 4C Fast Charge
Coolant Flow Path — Temperature Distribution
Inlet Temp
22°C
Outlet Temp
38°C
ΔT Max
4.2°C
Optimizing — Iteration 47/200
Cell Degradation Modeling
Cycle Life Prediction — NMC 811
25°C Baseline • 1C/1C Charge-Discharge
100%80%60%01000 cycles2000EOL80% @ 1,420
Est. EOL
1,420
Current SoH
96.8%
Fade Rate
0.014%
4 parameter sweeps completed
Nail Penetration Test
Pouch Cell — Ceramic Separator
UN 38.3 Compliance • 3mm Nail @ 80mm/s
Cross-Section — Internal Short Circuit Zone
ISC Temp
312°C
Vent
NO
UN 38.3
PASS
Validation passed — safe cell design
Pack Assembly Validation
Module Integration — Gen3 Pack
12 Modules • BMS + TMS Integration
M01✓
M02✓
M03✓
M04!
M05✓
M06✓
M07✓
M08✓
M09✓
M10✕
M11✓
M12✓
Passed
10/12
Warning
1
Failed
1
M10 thermal contact — review required
Thermal Runaway Analysis
Cell Array — 18650 NMC
96s46p Configuration • 45°C Ambient
Peak Temp
847°C
Propagation
12.4s
Cells Safe
94.2%
Running
Crash Impact Simulation
Frontal Impact — 50G Load
Battery Pack v3.2 • FMVSS 305
Deformation Analysis — Side View
Max Deform
2.1mm
Enclosure
PASS
Stress (MPa)
482
Simulation Complete — 847 elements
Cooling System Optimization
Liquid Cooling — Serpentine
350V Module • 4C Fast Charge
Coolant Flow Path — Temperature Distribution
Inlet Temp
22°C
Outlet Temp
38°C
ΔT Max
4.2°C
Optimizing — Iteration 47/200
Cell Degradation Modeling
Cycle Life Prediction — NMC 811
25°C Baseline • 1C/1C Charge-Discharge
100%80%60%01000 cycles2000EOL80% @ 1,420
Est. EOL
1,420
Current SoH
96.8%
Fade Rate
0.014%
4 parameter sweeps completed
Nail Penetration Test
Pouch Cell — Ceramic Separator
UN 38.3 Compliance • 3mm Nail @ 80mm/s
Cross-Section — Internal Short Circuit Zone
ISC Temp
312°C
Vent
NO
UN 38.3
PASS
Validation passed — safe cell design
Pack Assembly Validation
Module Integration — Gen3 Pack
12 Modules • BMS + TMS Integration
M01✓
M02✓
M03✓
M04!
M05✓
M06✓
M07✓
M08✓
M09✓
M10✕
M11✓
M12✓
Passed
10/12
Warning
1
Failed
1
M10 thermal contact — review required

Scale fast—in our
cloud or yours.

Rapidly scale simulation workloads across any cloud provider with global HPC capacity. We offer single-tenant and self-hosted deployments for extra security.

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SimXLabs Cloud

Get the fastest time to results with fully-managed, global HPC deployment and massive horizontal scale. Use single-tenant clusters for additional workload isolation.

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Self-hosted

Run SimXLabs in your own VPC or on-premise data center. Full audit trails, deterministic execution, and ITAR-compatible deployments for regulated environments.

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FULLY AUTONOMOUS

Engineered for the most
demanding simulations.

Six autonomous steps from intent to validated results. Battery thermal runaway validation — fully orchestrated.

01NMC 811

Define chemistry variant

Specify cell chemistry, form factor, and environmental conditions. NMC 811, 60°C ambient — the system understands your engineering intent.

60°C
02Auto-decompose

Generate parameter sweep

Automatically decompose validation requirements into 2,400 simulation configurations across temperature, pressure, and charge rate dimensions.

2,400
03Multi-solver

Route to optimal solver

Intelligently assign each task to the best-fit solver — ANSYS Mechanical for structural, COMSOL for thermal — based on fidelity and cost.

ANSYS + COMSOL
04Auto-scale

Allocate GPU cluster

Provision 48x A100 GPUs with spot pricing. Auto-scale across availability zones. Zero idle time, maximum throughput.

48× A100
05Self-healing

Detect divergence

Monitor every running simulation in real-time. Auto-refine mesh at cell 847 when divergence is detected. Self-healing execution.

Real-time
06Validated

Deliver validated results

94% pass rate across all configurations. Full audit trail. Reproducible results. 4.2 hours total — down from 3 weeks.

4.2 hrs

Ready to orchestrate?

Tell us your simulation domain.

Or reach us at contact@simxlabs.com