Engineer in a hard hat checking process data on a machine touch panel.

Predictive Quality

Process signals. Quality-risk insight. Earlier action.

Identify product-quality risk earlier

Predictive Quality asks whether changes in production conditions can signal a higher risk of nonconforming parts. JannMax links process settings, machine states and test or inspection results to a defined product characteristic. We evaluate historical cases, traceability and false alerts before proposing an early-warning pilot. Any warning supports the quality team; it does not replace inspection, testing or process validation.

In practice

  • Link the evidence. Connect part or batch IDs with process conditions and quality results.

  • Investigate risk signals. Look for changes in settings, material or machine state before defects occur.

  • Check prediction quality. Compare warnings with actual results, misses and false alerts.

  • Act with the quality team. Review at-risk production and verify the result with existing checks.

Where JannMax can support you

  • Defined product characteristic and defect question
  • Part or batch traceability
  • Process and machine data alignment
  • Inspection and test result linkage
  • Feature and process-state analysis
  • Historical model and false-alert evaluation
  • Quality-team review and escalation rules
  • Pilot validation against existing quality checks

What we work towards with your team

Earlier focus

Investigate process changes before more parts are affected.

Better context

Relate quality results to actual production conditions.

Responsible action

Keep decisions with the quality and production teams.

A practical foundation for your project

Defined quality characteristic
Part or batch traceability
Process and test data
Model evaluation
Quality-team review
Pilot feedback

From insight to action

Start with a quality question

Choose a measurable characteristic or defect, establish reliable product traceability and review available process and quality data.

Validate an early-warning pilot

Test whether a risk signal is useful in real production, define review ownership and connect action to existing quality controls.

Let’s discuss your project.

Predictive Quality

Choose a time to talk through your goals and next steps with us.

30 minutesEurope/Berlin
hello@jannmax.com

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