From Integrated Components to Validated Vehicle Functions
SDVsolution applies AI-driven integration intelligence across benches, HIL environments, labcars, mules, and vehicles to accelerate issue resolution, validation coverage, release confidence, and production readiness.
The Right Side of the V-Model, Continuously Connected
Requirements, architecture, software, hardware, test evidence, defects, logs, and vehicle results remain connected through the Engineering Knowledge Graph and End-to-End Digital Thread.
AI Engineering Defines. AI System Integration Proves.
SDVsolution connects engineering intent on the left side of the V-Model with integration and validation evidence on the right side.
From First Interface to Production-Intent Vehicle
A progressive integration model that increases realism, system complexity, and validation confidence at every stage.
Component Integration
ECU baseline, software load, interfaces, diagnostics, and communication bring-up.
Bench & HIL
Functional integration, fault injection, network behavior, and automated regression.
Labcar Integration
Cross-domain ECU integration with realistic power states, networks, and functions.
Mule Integration
Vehicle-level maturity, dynamic behavior, issue reproduction, and feature readiness.
Production Readiness
Release confidence, validation evidence, residual risk, and launch readiness.
Move Beyond Manual Issue Triage and Static Test Execution
AI Engineering Agents connect integration evidence with requirements, architecture, software, hardware, interfaces, defects, logs, and historical resolution patterns.
AI-Generated Integration Plans prioritized by change impact and program risk.
Intelligent Regression Selection based on modified software, interfaces, and affected functions.
AI-Assisted Root Cause Analysis correlating logs, DTCs, signals, and recent changes.
Release Risk Prediction using maturity, defects, coverage, dependencies, and evidence.
Integration and Validation Across the Complete Vehicle
Connect software, hardware, diagnostics, features, defects, and validation evidence across increasingly realistic environments.
HW/SW Integration
Integrate ECU hardware, software baselines, boot chains, diagnostics, and communication behavior.
Bench Engineering
Build integration benches for ECU, subsystem, domain, and cross-domain validation workflows.
HIL Integration
Connect simulation, real-time models, fault injection, automated tests, and regression execution.
Labcar Integration
Integrate representative vehicle ECUs, networks, power states, and complete feature chains.
Mule Integration
Mature vehicle functions under dynamic conditions before production-intent vehicle availability.
Vehicle Integration
Validate cross-domain functions, vehicle states, diagnostics, networking, and user behavior.
Issue Intelligence
Correlate defects, logs, DTCs, signals, software changes, and architecture dependencies.
Release Readiness
Assess validation evidence, open risk, regression status, maturity, and launch confidence.
Live Visibility Into System and Vehicle Readiness
Track integration maturity, validation coverage, defect risk, environment readiness, and release confidence across the program.
Environment Readiness
AI Risk Intelligence
AI analysis indicates controlled residual risk with targeted regressions recommended before release.
AI Does Not Stop at Requirements, Architecture, Software, or ECU Platforms.
SDVsolution extends AI engineering into the physical integration lifecycle — connecting engineering intent with benches, HIL, labcars, mules, vehicles, validation evidence, and production readiness.
From Engineering Intent to
Validated Vehicle Reality
Connect requirements, architecture, software, hardware, integration, validation, and release evidence across the complete OEM V-Model.