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ZD AI AGENT · Vehicle R&D and Testing Agents

Simulation & Verification Agent
Regression faster than iteration

Simulation Verification Agent

Built on an AI engine and a dedicated simulation knowledge base, the agent sets up simulation scenarios, tunes parameters in batches, analyses results and produces reports automatically. Running around the clock, it shortens the simulation and verification cycle considerably.

weeks → days
Regression verification cycle
7×24h
Unattended operation
Automatic
Batch parameter tuning
One-click
Report generation
24/7 simulationSIMULATION · VERIFICATION
LLM Industry knowledge base RAG retrieval Automated execution
WORKFLOW

Workflow

1
Scenario definition
2
Parameter setup
3
Batch simulation
4
Result analysis
5
Report output
weeks → days
Regression cycle shortened
7×24h
Continuous operation
Automatic
Anomaly explanation and localisation
Visualised
Standardised simulation reports
ADVANTAGES

Advantages

01Shorter cycles

Regression verification is shortened from weeks to days, keeping pace with development iterations.

02Unattended

Runs automatically around the clock with no manual parameter tuning, freeing up engineering time.

03Traceable results

Generates anomaly explanations and visualised reports automatically, with accurate data, clear conclusions and a full audit trail.

04Knowledge base

The AI engine draws on the ZD simulation knowledge base to resolve address mapping, timing relationships and cycle calculations precisely.

SERVICES

Services

TECH STACK

Technology Foundation

01LLM engine

A large language model serves as the reasoning core, tuned on automotive R&D and testing corpora to support requirement parsing, root cause reasoning and code generation.

02Industry knowledge base + RAG

Brings together ZD simulation knowledge, historical fault cases and diagnostic experience with retrieval-augmented generation, so output matches real engineering contexts.

03On-premises deployment

Supports local and private-cloud deployment so R&D data never leaves the company, meeting OEM data security and compliance requirements.

04Closed-loop automated execution

Agent output connects directly to test execution, simulation scheduling and ticketing systems, so results flow automatically and are tracked to closure.

CASES

Deployments

01ZD Box intelligent simulation · Scripts generated from interface documents

Engineers supply DBC, ARXML or JSON interface definitions and the AI generates executable ZD Box Python simulation scripts: over 95% script accuracy, generation time down from days to minutes and 80% better interface reuse.

02NEV manufacturer · Batch parameter simulation

The regression verification cycle drops from weeks to days, parameters are tuned in batches around the clock without supervision, and abnormal values are filtered automatically with an explanatory report.

Simulation & Verification Agent

ZD Technology · AI agents for vehicle R&D and testing