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ZD AI AGENT · Vehicle R&D and Testing Agents

Change Impact Agent
Making change risk visible

Change Impact Agent

Using digital twin and AI mapping technology, the agent tracks change relationships automatically and assesses the impact of a change on vehicle models, ECUs, test items and supplier parts. It links regulatory and process milestones so that change risk can be managed visually.

80%+
Faster change reviews
Full workflow
Transparent, traceable configuration
Automatic
Impact scope mapping
Compliant
Regulation / SOP linkage
Full impact mapCHANGE · IMPACT · MAPPING
LLM Industry knowledge base RAG retrieval Automated execution
WORKFLOW

Workflow

1
Change input
2
Configuration parsing
3
Impact mapping
4
Risk assessment
5
Report output
80%+
Change review efficiency
Precise
Impact scope identified
Automatic
Regulation and SOP linkage
Synchronised
Digital twin updated
ADVANTAGES

Advantages

01Transparent and controllable

Version and configuration are transparent across the workflow, and the impact scope of a change is identified precisely.

02Higher efficiency

Change reviews are more than 80% faster, removing the manual work of tracing related items.

03Compliance assurance

Automatically links regulatory requirements and SOP milestones so that changes comply with industry rules and process standards.

04Digital twin

Real configuration changes are mapped to the virtual model, which stays updated and continuously tracked.

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

01Change reviews 80%+ faster

Requirement, software version, hardware selection and BOM changes are captured automatically, the affected vehicle models, ECUs, test items and supplier parts are mapped precisely, and change reviews become more than 80% faster.

02Digital twin mapping

Real configuration changes are mapped to the virtual model, which is kept updated and tracked, making version and configuration transparent across the workflow.

Change Impact Agent

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