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Stratessence
United States Chicago, USA · Manufacturing

Designing an AI operating model for a manufacturer

A manufacturer had isolated AI wins that never spread because the operating model never changed.

Service: AI Strategy & Roadmap
Illustrative case study. Representative of our work and anonymized. It does not name a client, and the outcome is described qualitatively.

The challenge

Individual plants had useful AI projects, but nothing compounded across the company because there was no shared operating model.

What we did

  • Assessed where the company sat on the AI-Native Ladder, honestly.
  • Designed the data, platform, and ownership changes needed to make one workflow repeatable.
  • Sequenced a plan to spread the pattern rather than launch everywhere at once.

The outcome

The manufacturer had a path to move from scattered plant-level wins to a repeatable way of working it could extend across sites.

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