Muhammad Mansoor Ansar

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Muhammad Mansoor Ansar works in the utilities sector on data engineering, applied machine learning, and lifecycle cost modelling to support O&M performance, predictive maintenance and CAPEX decision governance. Organisational names and certain technical details have been anonymised for confidentiality. This piece is vendor-neutral and reflects experience across Gulf utility environments.