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Asset data and industrial AI

How should a plant audit the quality of closed maintenance work orders?

Closed work orders should provide enough accurate evidence to support repeat failure analysis, planning estimates, compliance and future maintenance decisions.

Sample by consequence and work type

Select a mix of corrective work, preventive tasks, emergency work and critical asset jobs. Include work from different crafts and shifts. Risk based sampling is more informative than reviewing only a random set of easy PM completions.

Test essential data fields

Check correct asset ID, problem statement, observed failure mode, work performed, labor, materials, dates, test result and return to service approval where applicable. Distinguish fields that were truly not applicable from fields left blank or populated with meaningless defaults.

Verify the evidence against the job

Compare the record with permits, inspection readings, photographs, parts transactions and signed test sheets when available. A work order marked complete is not proof that the specified acceptance test was passed. Flag contradictions between narrative and failure codes.

Score defects and assign corrective action

Use an agreed rubric such as complete, usable with correction, and inadequate for the intended purpose. Report by defect type and workflow stage rather than using a single percentage that conceals severe gaps. Coach the teams on the highest impact recurring defects.

Fix the process instead of only the form

Poor closure may originate in weak job plans, cumbersome mobile entry, unclear asset hierarchy or supervisor review that occurs too late. Improve field instructions, controlled code lists and closeout review timing. Do not require technicians to invent measurements they did not take.

Example: recurring valve failures

Three work orders all say valve repaired but omit leak location, replaced components and post repair test results. The audit finds the records unsuitable for reliability analysis. The planner updates the job plan and the supervisor adds a test evidence review before closure.

Implementation checklist

Apply site specific procedures, manufacturer requirements, applicable regulations and authorized engineering judgment before changing operating or maintenance practices.

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