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Case studies

Real plants. Real data.
Real decisions.

Every deployment starts the same way — machines generating data nobody was using. These are the sites where that changed, what we connected, and what the numbers did next.

19 deploymentsdocumented across four sectors
4 weeksfastest order to handover
6 guidessector use-case libraries
Interactive demo Food & beverage Grain Distilling

Grain distillery, from mill to still

Tun room holding time, wort cooling and still outages, costed

A working AGAD Portal for a grain distillery: a site overview that changes with who is looking, and a page for each area of the process — milling and cooking, mashing, the tun room, distillation, co-products and utilities.

  • Switch between operator, production manager, engineering and utilities views
  • See where the alcohol went, sized in litres and pounds
  • Follow a still outage back through the washbacks it held up
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Kinmorrow is a fictional site; every figure is illustrative, generated from a plant model.

Distillery demo: site overview with KPIs, process areas and insights Live demo — no sign-up
Interactive demo Food & beverage Spirits Bottling

Bottling line, from glass to pallet

Line stops, overfill and cap rejects, traced to their cause

A working AGAD Portal for a spirits bottling line: a live mimic of the whole line, an overview that changes with who is looking, and a page for each machine — depalletiser, filler and capper, fill and cap checks, labeller, case packer and palletiser.

  • Switch between operator, production manager, engineering and quality views
  • Replay the last two hours on the mimic and watch one stop hold up the line
  • See which valve, capping head or machine is behind each reject and each lost hour
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The plant is fictional; every figure is illustrative, generated from a line model.

Bottling demo: line overview with the live mimic, KPIs and insights Live demo — no sign-up

All deployments

Each study follows the same shape — the situation, what we connected, and the measured outcome. Every figure below is taken directly from the deployment record.

Use case guides

Sector libraries

Six longer-form guides covering the recurring applications in each sector — useful when the starting point isn't obvious.

Want to be the next one?

We deploy the system with you in your factory, you use it with real data for six months, then you decide whether to continue. No upfront software commitment.