
An ageing network was maintained reactively: crews responded to failures rather than preventing them, and asset condition data sat in telemetry, inspection reports and work-order history that never met in one place.
We engineered pipelines over telemetry, inspections and work-order history into one asset model on Azure, and put failure-risk scoring on top — monthly scores for every asset, turned into a prioritised field work programme.
"The crews now go where the risk is, not where the last fault was."
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