The Use CaseLibrary

367 AI, digital and sustainability use cases for manufacturers and industrial companies, each one graded for evidence, sized for effort and modelled for return. Verified against trusted resources and industrial benchmarks.

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Describe the problem

Tell the us what is actually going wrong — the line, the loss, the age of the equipment, the state of your data. It reads the library and returns a sequenced shortlist, with enablers ahead of the things that depend on them.

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PRD-01Production & Process

Clip-on machine state monitoring

Legacy machines with no PLC access give no record of when they actually ran, idled or stopped.

DigitalEntryWeeksVendor-reported
PRD-02Production & Process

OEE monitoring and loss classification

Availability, performance and quality losses are tracked on paper or in a spreadsheet, so the real constraint is never visible.

DigitalEntry1–3 monthsProven
PRD-03Production & Process

Machine connectivity and OT data acquisition

Process data sits trapped inside PLCs and local HMIs, unavailable to anyone who could act on it.

DigitalCore3–6 monthsDirectional
PRD-04Production & Process

Digital work instructions

Paper travellers and printed SOPs go out of date, get lost, and cannot be versioned or audited.

DigitalEntryWeeksDirectional
PRD-05Production & Process

Digital andon and escalation

A stopped line waits minutes before the right person even knows about it.

DigitalEntryWeeksVendor-reported
PRD-06Production & Process

Digital SMED and changeover reduction

Changeover times vary wildly between shifts and nobody can say why.

DigitalEntry1–3 monthsProven
PRD-07Production & Process

No-code shopfloor applications

Every small shopfloor need turns into a custom software project nobody has budget for.

DigitalEntry1–3 monthsDirectional
PRD-08Production & Process

Camera-based part and box counting

Manual counting at the end of the line is slow and consistently inaccurate.

AIDigitalEntry1–3 monthsDirectional
PRD-09Production & Process

Cellular IIoT gateway on legacy PLCs

Older machines cannot be connected because the plant has no usable network reaching them.

DigitalEntryWeeksDirectional
PRD-10Production & Process

AI process parameter optimisation

Operators set process parameters from experience, leaving yield and rate on the table.

AIDigitalAdvanced6+ monthsProven

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UseCaseLibrary · Version 2.0 · A product of Studio i2x Consulting, Masdar City, Abu Dhabi