266 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.
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.
Legacy machines with no PLC access give no record of when they actually ran, idled or stopped.
Technology · Clamp-on current sensors, cellular gateway, cloud dashboard
Payback in 4–8 weeks at roughly $2–5k per machine; one plant moved from 26,000 to 46,000 cases per month
Verified against trusted resources and industrial benchmarksAvailability, performance and quality losses are tracked on paper or in a spreadsheet, so the real constraint is never visible.
Technology · Machine signal capture, historian, OEE calculation engine
Digital lean programmes target 5–20% of the available OEE opportunity; one global plastics manufacturer projected 11% OEE improvement per year
Verified against trusted resources and industrial benchmarksProcess data sits trapped inside PLCs and local HMIs, unavailable to anyone who could act on it.
Technology · Edge gateways, OPC-UA, historian, cloud ingestion
Paper travellers and printed SOPs go out of date, get lost, and cannot be versioned or audited.
Technology · Tablets at the workstation, work instruction software, MES integration
A stopped line waits minutes before the right person even knows about it.
Technology · Pull-cord or button triggers, automated escalation to phone or messaging
Vendor-illustrated example only — treat the published figures as marketing, not measurement
Verified against trusted resources and industrial benchmarksChangeover times vary wildly between shifts and nobody can say why.
Technology · Digital checklists, automatic changeover timing, standard-work capture
AI-enabled flexible changeover at benchmark sites cut changeover time by 67–96%
Verified against trusted resources and industrial benchmarksEvery small shopfloor need turns into a custom software project nobody has budget for.
Technology · No-code app platform on tablets, connected to machines and existing systems
Manual counting at the end of the line is slow and consistently inaccurate.
Technology · Off-the-shelf vision camera with edge AI counting model
Older machines cannot be connected because the plant has no usable network reaching them.
Technology · 4G/LTE industrial gateway bridging the PLC directly to cloud
Operators set process parameters from experience, leaving yield and rate on the table.
Technology · Edge and cloud AI models tuning setpoints against historical outcomes
Integrated line analytics delivered a 50% production rate increase on one metals line, with a further 30% total production gain expected without substantial extra operating cost
Verified against trusted resources and industrial benchmarksShowing 10 of 266 — the rest open after one short form
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