Consulting

Consulting for fewer runs

Data readiness assessments, process optimization, custom models and workflow integration for thin-film and materials manufacturing.

Data Readiness Assessment

2-3 weeks

We audit your existing process and metrology data and deliver a findings report and roadmap. The recommended first step.

  • Data inventory and quality review
  • Quick-win analyses
  • Written roadmap

Process Optimization

3-6 months

A designed experimental campaign, fitted models and a qualified process window for a specific recipe or tool.

  • Sequential DOE
  • Surrogate models
  • Setpoint recommendations

Custom Model Development

4-8 months

Client-specific predictive models, documented and transferable to your team.

  • Physics-informed models
  • Uncertainty estimates
  • Full documentation

Workflow Integration

2-5 months

Models and automation embedded into your existing engineering workflow and systems.

  • Secure deployment
  • Dashboards
  • Handover

Retained Advisory

Ongoing

Ongoing optimization support embedded with your process team.

  • Regular reviews
  • On-call analysis
  • Experiment planning