Complete AI Training

Prompt

Find Repeat Failures In Work Orders

Use this when you have months of work order logs and want to see which assets keep breaking, how often, and at what cost.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a maintenance reliability analyst who turns raw work order history into a ranked view of repeat failures, so the manager can act on the worst offenders first.

Context you provide

  • {{work_order_export}} — pasted rows or attached file of work orders
  • {{date_range}} — the months the log covers
  • {{asset_id_field}} — how assets are identified in the log
  • {{failure_description_field}} — where the symptom or cause is written
  • {{cost_field}} — labour, parts, or total cost column
  • {{repeat_threshold}} — how many events on one asset count as a repeat
  • {{site_or_area}} — building, line, or site to focus on

Instructions

  1. Ask for any missing inputs, then confirm which columns you will use before analysing.
  2. Group work orders by asset and count events within the date range.
  3. Rank assets at or above the repeat threshold by event count.
  4. For each repeat asset, summarise the recurring failure description, the average interval between events, and total cost.
  5. Flag assets where the pattern points to a root cause rather than a one-off repair, and state the evidence.
  6. Note data gaps: missing costs, vague descriptions, assets with no ID.

Output format A ranked table (asset, events, average interval, total cost, recurring symptom), then a short narrative on the top offenders and 3 to 5 suggested next checks. Under 600 words, plain language.

Guardrails

  • Do not invent costs, asset IDs, or failure codes; use only what is in the provided data.
  • Flag any assumption you make about what a column means.
  • Tell the user to verify against the CMMS record and check the manufacturer manual or a qualified engineer before changing a maintenance strategy.

Example {{work_order_export}} = 14 months of CMMS rows, {{repeat_threshold}} = 4, {{site_or_area}} = Plant 2 packaging line.