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Collaborate

Collaborate on the future of Material Value Intelligence.

Four structured paths to work with us. Open contributions stay open; anything you share about your plant stays private until you approve it.

Material producer

Industrial plants and material transformation operations exploring recoverable production potential.

  • Run the Material Value Diagnostic
  • Submit a production bottleneck
  • Request a private Material Value Map
  • Submit a non-confidential sample dataset

Researcher

Applied researchers in industrial AI and operations.

  • Contribute an open model
  • Propose a benchmark
  • Publish a methodology note
  • Collaborate on Material Value Leakage research

Industry expert

Operations and manufacturing-excellence practitioners.

  • Validate the Material Value Leakage taxonomy
  • Contribute anonymized examples
  • Participate in structured discussions
  • Review operational assumptions

Technology provider

Technology providers and implementation partners.

  • Co-develop industry benchmarks
  • Contribute data connectors
  • Explore technology integration
  • Partner on implementation studies
Structured, not a free-for-all

We use structured discussion types

Collaboration is moderated so contributions stay useful and safe. Pick the type that fits when you start a conversation.

Material Value Leakage ExampleProduction BottleneckResearch QuestionBenchmark ProposalDataset RequestDeployment DiscussionIndustry Validation
Start a conversation

Tell us what you'd like to work on

No confidential detail needed to start. We'll route your note to the right person and follow up.

Kept private. Not sent to analytics.

Collaboration is structured and moderated, not an open forum.