Engineering and projects
Frame and run an industrial project with AI: digital twin, engineering and decision, beyond maintenance alone.
Articles on engineering and projects
Engineering and projects
Production bottleneck: how do you tell the real constraint from its symptoms?
A line underperforms because of one hidden constraint. How to find it with your MES, ERP and CMMS data, and what AI adds to the search.
Engineering and projects
AI in the engineering office: speed without delegating the decision
AI in the engineering office speeds up search, drafting and compliance review. What it really proposes, and what the engineer keeps in hand.
Engineering and projects
AI in industrial production: where it really helps, where it over-promises
Where AI really helps in production: scheduling, process tuning, OEE, energy. Where it over-promises. The real prerequisite: data quality.
Engineering and projects
Digital twins in industry: what they really deliver, and what they cost
A digital twin is not a 3D model. What it really delivers in industry, the role of the AI that exploits it, and the true cost before you commit.
The field toolbox
- Corrosion ratemm/yr
- MTBF · MTTR · uptimereliability
- Thickness logtrend
- Inspection intervaldue date
- Report templateCMMS
- Unit convertermm · psi
- Lost hoursROI
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