Paper maintenance logs became searchable operational insight.

The before

Marcus received scanned maintenance logs from several lines. The information mattered, but handwriting and inconsistent formats made trend analysis slow.

The turning point

MultipleChat uses OCR to extract the logs, then another model groups issues by equipment, line, date, and symptom. Marcus compares summaries before sending anything to operations leaders.

The after

Recurring issues are easier to spot, and the team spends less time retyping logs. Human review remains important, especially when handwriting is unclear.