Manufacturing maintenance

Clean messy maintenance notes into structured machine logs.

Join the waitlist for a tool that turns informal maintenance notes, Excel rows, and shift comments into cleaner equipment maintenance records.

Join the waitlist See example

Example

Clean maintenance notes without building a CMMS.

See how unstructured maintenance notes could become a cleaner log for review.

Example input

Uploaded notes: maintenance_shift_notes.xlsx

Date,Machine,Note,Tech,Downtime
2026-06-02,Press 2,"jammed again near infeed, cleaned sensor, running now",JR,25 min
2026-06-02,Cutter A,"changed blade - old one chipped",MS,
2026-06-03,Line 4,"motor hot, told night shift to watch it",JR,10
2026-06-03,Press2,"same feed issue. adjusted guide rail",AL,18m
2026-06-04,Compressor,"leak? heard air by valve bank",,0
2026-06-04,Cutter A,"blade change",MS,15

Example output

Report summary

Messy maintenance notes converted into a clean equipment action log.

medium

Notes parsed

Machines identified

Missing fields

Downtime events

Detected findings

Machine names normalized

low

Press 2, PR-02, and Press #2 were grouped under asset PR-02.

Downtime mentioned but not quantified

medium

Three notes mention stopped, down, or jammed without a duration.

Corrective action extracted

low

Actions like replaced belt, reset sensor, and cleaned photo eye were converted into structured rows.

Missing technician fields

medium

Two notes do not identify who performed the work.

Cleaned log sample

Asset	Issue	Action	Status
PR-02	Belt slipping	Replaced belt	Closed
CNV-04	Photo eye dirty	Cleaned sensor	Closed
PKG-01	Jam at infeed	Reset and cleared	Needs duration
AIR-01	Low pressure	Adjusted regulator	Review

Recommended next step: Review rows missing downtime or technician values, then export the cleaned maintenance log.

Waitlist

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FAQ

Questions before you join

Is this a CMMS replacement?

No. The idea is a lightweight cleaner that turns messy notes into structured maintenance logs you can review or import elsewhere.

What input would it accept?

The target input is plain maintenance notes, copied logbook text, CSV exports, or simple spreadsheet rows from small teams.

Does this make maintenance recommendations?

No. It would organize and flag records; it would not provide safety, engineering, or regulatory advice.

What should I describe when joining?

Mention the log format you already have: paper notes, Excel, shift notes, machine logbook, or recurring PM checklist.