The delivery engine. We take a single high-value use case from a bounded proof of concept, through a production pilot, into production, and keep it running a year on: monitored, maintained, still earning. ML, forecasting, computer vision, LLMs. The secure enterprise AI assistant is often the fast first step, the quick win that shows value while the bigger cases build.
Every proof of concept has a number it has to hit, a fixed budget, and a clock. It converts or it stops. We cap how many run at once, and tech and data spend follows the cases that prove out.
Where to start, by industry
One or two proven cases, then what is possible next.
Mining
Predictive maintenance that fuses telematics, oil-sample and EAM data, taken from PoC to production pilot, catching breakdowns before they happen.
Possible next
Grade / ore-quality predictionHaulage & fleet optimisationComponent & tyre life predictionMill throughput from the geological model
Cement, Aggregates & Building Materials
Kiln optimisation using real-time process data to hold clinker quality while cutting fuel and alternative-fuel spend across the burn line.
Possible next
Kiln thermal / energy optimisationClinker quality predictionAlternative-fuel rate optimisationPredictive maintenance on kiln & mill
Energy & Power
Turbine and boiler failure prediction that fuses vibration, temperature and load data to flag bearing and blade degradation weeks before an outage.
Possible next
Turbine / boiler failure predictionDemand forecastingHeat-rate optimisationLoss detection
Oil & Gas
Rotating-equipment condition monitoring across pumps, compressors and turbines, cutting unplanned shutdowns and closing integrity risk.
Possible next
Asset-integrity predictionProcess optimisationPredictive maintenance on rotating equipment
Industrial Manufacturing
Vision-based in-line defect detection running at line speed, replacing sample-based QA and pulling scrap rates down without slowing throughput.
Possible next
In-line quality / defect detectionSupply-chain forecastingPredictive maintenanceThroughput optimisation
Machinery & Equipment (OEM)
Predictive maintenance turned into a service line: OEM telematics powering a recurring revenue stream customers pay for, not a support cost.
Possible next
Predictive maintenance as a serviceUsage analytics feeding product designRemote diagnosticsOffline scan verification in the field
Construction & Infrastructure
Heavy-plant utilisation analytics that turn fleet telematics into uptime, plus cross-project cost learning that stops the same overruns twice.
Possible next
Asset & fleet utilisationCross-project cost learningPredictive maintenance on heavy plant
Cross-functional (any industry)
A secure internal AI assistant that replaces public tools, and finance forecasting.
Possible next
Document intelligenceReporting automationCommercial / contract analyticsAsk-the-manuals assistant