AI BACKLOG CLEANERPrepared example · no live AI
How much of your backlog
is the same problem?
Three reports.
One possible leak.
AI makes the connection.
You make the call.
Less searching.
A clearer first pass.
24notifications
CV-12 · WN-1027Belt drifting left.
AC-03 · WN-1097Compressor hot.
TK-01 · WN-1107Tank issue on nights.
PK-08 · WN-1115Fix before next run.
AHU-02 · WN-1132Vibration high.
CV-12 · WN-1094Needs attention.
AC-03 · WN-1035Air leak at outlet.
PK-08 · WN-1091Bracket loose again.
WN-1041 / P-204
Seal dripping on north side of transfer pump. Small puddle under coupling guard.
WN-1058 / P-204
Transfer pump P-204 leaking at seal again. See notification 1041.
WN-1082 / P-204
Oil? Liquid under P204 near coupling. Reported on day shift yesterday.
P-204 / TRANSFER PUMP
WHY THESE RECORDS CONNECTSame equipment. Nearby dates. An earlier report referenced.
POSSIBLE DUPLICATE / P-204ACCEPTEDOne seal leak. Three reports?
WN-1041WN-1058WN-1082
CONFIRM ON SITEDo these reports describe the same active leak?
✓Example: operator confirms the same event.
All three original records stay attached.
Your decision. The evidence stays with it.
Your backlog, made reviewable.
24 → 17 review groupsDuplicates 6
One seal leak.✓ Accepted · 3 source records
Belt tracking.2 source records · to review
Clarify 6
“Pump making a noise.”What noise? Under what load?
“Compressor hot.”How hot? Where?
Planning 3
Filter inspection.Parts, access and work method.
Discharge roller.Confirm the work window.
Site review 2
Exposed pinch point.Keep distinct. Follow site response.
Unidentified liquid.Confirm assessment on site.
Build this with
your own backlog.
Your CSV → Your AI → Your report
Run it with Claude Code or Codex.
PLANT FLOOR / IVAN GETOVFictional records · illustrated plant