Case studies
Nine sector deployments across Malaysia — the operational problem, the architecture we built, and the measured result. Each case study includes a one-page PDF summary for circulation.
Grocery retail chain, Klang Valley
Computer vision at the edge plus cold-chain sensing gave store managers hourly visibility of footfall, queue pressure and shelf availability — replacing weekly manual audits.
Specialty coffee chain, Malaysia
Weight sensing under key stock bays — cups, lids, milk and syrups — replaced end-of-day manual counts with continuous levels, demand-based reorder points and a variance ledger that reconciles POS against physical draw-down.
Plantation and vegetable grower, Johor
Soil moisture, micro-climate and pump telemetry feed a scheduling model that irrigates by block, cutting water and diesel while stabilising yield.
Electronics contract manufacturer, Penang
A non-invasive IIoT retrofit on mixed-vintage machines produced a live OEE baseline and a downtime-reason taxonomy the plant now runs its shift meetings on.
GMP pharmaceutical plant, Selangor
IIoT on compression, blister and cartoning lines plus clean utilities — HVAC, purified water and compressed air — gave production and QA a single shift view of OEE, batch context and excursion risk without touching validated systems.
Cold-chain distributor, Peninsular Malaysia
Reefer telemetry, door events and route data combined into per-consignment temperature evidence and an exception workflow for dispatchers.
Regional water operator
District metering, pressure logging and night-flow analytics narrowed leak search areas from whole zones to street segments.
Commercial office campus, Kuala Lumpur
Chiller plant optimisation, sub-metering and occupancy sensing cut energy per square metre while holding comfort inside the design band.
Midstream gas operator
Certified wireless vibration and thermal monitoring on pumps and compressors replaced quarterly manual rounds with continuous condition data.
Client names are withheld under commercial confidentiality; figures are drawn from post-deployment reviews agreed with each client.
