In pilot with Tier-1 powertrain teams

Automotive calibration & diagnostics software, rebuilt local-first

Model-based calibration, multi-agent diagnostics, MDF analysis, and ECU documentation in one suite. Runs on your hardware. Your calibration data never leaves the lab — and there's no per-seat license server holding your team hostage.

Built around the standards you already run
ASAM MDF4 XCP / CCP A2L ISO 14229
vehicle_lab_engine --live
$ init_orchestrator --mode=multi-agent
> Orchestrator initialized. 8/8 Agents Online.
$ connect_stream wss://ecu.local/telemetry
[SYS] Awaiting high-frequency MDF stream...
[OK] Connection established. Latency: 0.02ms
$ start_analysis
Parameter: ENG_RPM4520.0
Parameter: INJ_TIMING12.4ms
Parameter: FUEL_TRIM+14.2%
_ Analyzing variance model...

Your data
never leaves
the lab.

Every tool in the suite runs fully on-premise. No cloud upload, no telemetry, no license server phoning home. Calibration and measurement data stays on hardware you control.
ASAM Protocols
XCP / CCP
Safety Standard
ISO 26262
Cybersecurity
ISO/SAE 21434
Data Model
ASAM MDF4

The Engineering Suite

Specialized platforms, meticulously integrated to handle the entire vehicle development lifecycle — from calibration and documentation to diagnostics.

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Maximized Resource Efficiency
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CIE Pro

Calibration Intelligence

Model-Based Calibration utilizing PINNs and Gaussian Processes. Revolutionizing performance optimization.

  • bolt Fewer dyno runs per calibration
  • layers Gaussian Process Modeling
Explore CIE Pro
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Diagnostic Intelligence
hub

DiagAI

The Diagnostic Brain

Deep MDF Analytics powered by an 8-agent multi-agent system with Dual LLM integration for fault detection.

  • smart_toy 8-Agent Multi-Agent System
  • query_stats Advanced MDF Signal Analysis
Explore DiagAI
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Enterprise Workflow
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HELIX

Enterprise Workflow

Centralized Calibration Data Management with A2L/Hex ingestion and real-time CRDT collaboration.

  • view_in_ar 3D Map Visualization
  • group_work CRDT-based Collaboration
Explore HELIX
monitoring
Unlimited Format Flexibility
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MDX

Professional MDF Data Lab

Full-stack MDF/MF4 analytics with oscilloscope, instruments, and AI diagnostics. Faster than legacy desktop tools.

  • speed Opens multi-GB MDF files fast
  • cloud_off Total Data Privacy (Local)
Explore MDX
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ECU Documentation Explorer
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XHandbook

Interactive ECU Knowledge Navigator

Open, search, and navigate EHANDBOOK containers and interactive function models — with deep A2L calibration linking. Local-first, no license server.

  • link Deep A2L Integration
  • lock Local-First, No License Server
Explore XHandbook
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ECU Hex & Binary Editor
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Hexx

A2L-Aware Hex & Binary Editor

Open Intel HEX, S-record and BIN images, decode them against your A2L into named calibration maps, and edit in engineering units — with checksums that always validate.

  • grid_on Bytes become editable maps
  • verified Auto checksum recompute & validate
Explore Hexx
verified_user ISO 26262
security ISO/SAE 21434
verified ASIL D READY
settings_input_component AUTOSAR
lan ASPICE L3
Engineering Manifesto

Born in the Lab.
Built for the Revolution.

Built to replace the tools that hold your team hostage

Vehicle Lab wasn't born in a boardroom. It was forged in the heat of the dyno cell and the pressure of the test track by engineers who were tired of being held hostage by overpriced, sluggish legacy software giants.

We built the platform we always wanted: a high-performance environment that respects the real-world constraints of hardware, physics, and sub-millisecond latencies. No more compromise. No more technical debt.

Local-first Runs on your hardware
No license server Own your toolchain
settings
Core Engine
RPM: 8,500
LATENCY: 0.02ms
FUEL: ±0.01%
Data Sovereignty

No cloud. No license server.
No lock-in.

The whole suite installs and runs inside your network. Calibration data, ECU containers and measurement files never leave your machines — so your budget goes to engineering instead of renewing seats on someone else's license server.

Fully on-prem
Air-gap friendly
No per-seat fees
No vendor lock-in
shield_lock
Your infrastructure
Your data stays
Intelligence Revolution

The Power of Agentic AI & Workflow

Deploy a swarm of 8+ specialized AI agents purpose-trained for specific vehicle domains.

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Multi-Agent Swarm Intelligence

From MisfireAgent to FuelAgent, our specialized agents collaborate in real-time to automate complex root cause analysis with sub-millisecond precision.

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Senior Engineer Level Insights

Augment your team with insights that typically require decades of domain expertise. Our agents identify anomalies before they become critical failures.

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Seamless Lifecycle Integration

Workflow automation that plugs directly into your existing engineering pipeline, reducing manual triage time by up to 80%.

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memory
speed
settings_input_component
smart_toy
analytics
shield
lan
database
8+
Active Domain Agents
Talk to the engineers who built it

Bring your calibration toolchain
in-house?

We'll walk you through the suite on your own data, on your own hardware — calibration, diagnostics, MDF analysis and ECU docs. No sales engineer reading from a slide deck.

Direct access to the engineering team — no call-center tier.

FAQ

Frequently asked questions

In short

Vehicle Lab builds a local-first suite of automotive engineering software for OEM and Tier-1 powertrain teams. Instead of a cloud platform, every tool runs on the engineer's own machine or the plant network, so calibration data and measurement files never leave the building. The suite covers the full bench workflow: MDX analyses ASAM MDF/MF4 recorder files; DiagAI runs multi-agent fault diagnosis over that data; CIE Pro generates model-based calibrations using Design-of-Experiments and machine-learning surrogate models; HELIX is the bench-calibration workbench tying measurement to ECU function documentation; Hexx edits ECU hex and binary images in engineering units; and XHandbook navigates ECU function handbooks with deep A2L integration. Everything reads and writes the open ASAM and AUTOSAR formats the industry already uses — so it slots into existing toolchains without a migration or a per-seat license server.

What is Vehicle Lab?expand_more

Vehicle Lab is an integrated automotive engineering suite providing tools for model-based calibration (CIE Pro), multi-agent diagnostics (DiagAI), enterprise calibration data management (HELIX), professional MDF/MF4 data analysis (MDX), A2L-aware hex and binary editing of ECU images (Hexx), and ECU documentation with deep A2L integration (XHandbook Navigator). Every tool runs local-first / on-premise, built for OEM and Tier-1 powertrain, calibration and diagnostics teams.

How does CIE Pro reduce calibration test time?expand_more

CIE Pro uses Physics-Informed Neural Networks (PINNs) and Gaussian Process modeling to build accurate surrogate models from limited test data, so teams reach optimal calibrations with fewer physical dyno runs. Its Bayesian Optimization and NSGA-II multi-objective optimizer focus testing where it matters instead of brute-forcing the full design space.

What diagnostic standards does DiagAI support?expand_more

DiagAI supports ISO 14229 (UDS), OBD-II, J1939, CAN, and LIN protocols. Its multi-agent system (Misfire, DFC, IUPR, Gear, Drivability, Fuel, WLTP and more) provides senior-engineer-level diagnostic insights over your MDF/MF4 measurement data, and runs on-premise for full data privacy.

Is Vehicle Lab compliant with automotive safety standards?expand_more

Yes. Vehicle Lab is designed with ISO 26262 functional safety, ISO/SAE 21434 cybersecurity, ASIL D readiness, AUTOSAR compatibility, and ASPICE Level 3 process maturity in mind. All tools support ASAM XCP/CCP measurement protocols.

Can Vehicle Lab be deployed on-premise for data privacy?expand_more

Yes. Vehicle Lab offers flexible deployment options including fully on-premise installations for maximum data sovereignty. DiagAI features a dual AI inference engine with both cloud intelligence and local privacy nodes. MDX operates entirely offline with zero data leaving your machine.