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Welf LabsResearch for industrial intelligence.

Engineer the next generation of mobility.

Software, electronics and product variants increase the evidence each vehicle programme must manage. Late discovery of a defect or requirement change can create avoidable rework.

Silver vehicle body on an assembly fixture in a bright pilot plant

The industrial opportunity

More intelligence. More engineering complexity.

Use perception for inspection and AI to connect requirements with test evidence. For autonomous driving programmes, start with scenario triage and validation support, with release authority held by the engineering team.

Inside the workflow / example

Review a changed customer requirement.

One potential application. Welf connects your data and systems, engineering the application with the people who understand the operation.

  1. What comes in

    The old and new requirement, affected program and part revisions, linked test evidence and the recorded engineering decisions.

  2. What AI prepares

    Compare revisions, identify potentially affected records and prepare an impact list with source links. Show missing or uncertain relationships for the engineer to resolve.

  3. What your team decides

    The responsible engineer validates the impact and agrees the follow-up work. Existing release processes control changes to the design, test plan and customer commitment.

A closer look

What goes into the work.

Explore the questions that matter for your project.

Connect requirements, changes and quality.

Suppliers · Engineering services · Component manufacturers

Engineering changes

Trace a changed requirement to specifications, prior decisions and affected tests.

Autonomy validation

Group perception failures and unusual driving scenarios across simulation and test logs. Prepare source-linked cases for the validation team before any release decision.

Warranty and quality

Group complaint patterns and prepare source-linked evidence for an 8D investigation.

Integrated into your operation.

Engineering release and safety-related decisions remain under established approval processes. Traceability includes the requirement version and the evidence used.

System environment

Product lifecycle management · ERP · Test repositories · Supplier documents

Responsibility

Access, permitted actions, approvals and recovery paths are defined before deployment.

Track change impact and avoidable rework.

Measure time to an accepted impact assessment, missing dependencies and downstream corrections. Track requirement coverage separately from the number of documents processed.

Candidate measures

Change review effort · Requirement coverage · Rework

Start with one change category.

Start with one program and one class of engineering change. Confirm requirement identifiers, revision links and who owns the test evidence. Include changes whose impact was initially missed.

Plan the first delivery

Explore further

IntegrationsMonitoringPrivate CloudAll industries

Bring a case your team knows too well.

Describe the task, the systems involved and what makes it difficult. We can use that context to discuss a first workflow and the evidence it would need.

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