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Balance a production line to meet takt time

Takt time, a station-by-station load chart, and a rebalanced task assignment that cuts the bottleneck and idle time.

Data & AnalysisRTFAdvancedFill-in Template

The prompt

Help me balance a production line against takt time. Customer demand: [units per day or week] Available production time: [shift length, number of shifts, minus planned breaks and meetings] Work elements: [LIST each task with its observed time in seconds and its predecessors, e.g. "A: load housing, 12 s, none; B: insert seal, 8 s, after A"] Current station assignment: [which tasks are at which station, number of operators] Constraints: [tasks tied to a fixed machine, tasks that must stay together, zoning, safety rules, skill limits] Steps: 1. Calculate takt time (available time / demand) and show the math. 2. Show the current state: cycle time per station, the bottleneck, idle time per station, and line balance efficiency (sum of task times / (number of stations x longest station time)). 3. Calculate the theoretical minimum number of operators (total work content / takt) and round up. 4. Propose a rebalanced assignment that respects precedence and constraints, aiming to load each station at about 85-95% of takt so there is room for variation. 5. Show before/after in a table: Station | Tasks | Time (s) | % of takt. 6. List options if the line still can't hit takt: remove waste from the bottleneck task, add a parallel station, adjust shift time, or move work offline. Use only the times I give. If times look like single observations rather than averages over several cycles, warn me and suggest how many to time. Describe a stacked bar chart (yamazumi) I can build in a spreadsheet to show the load.

Highlighted [brackets] are blanks to replace with your own details.

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What to fill in

  • units per day or week
  • which tasks are at which station, number of operators

How this prompt is built

This prompt follows the RTF structure (Role, Task, Format). RTF tells the model who to be, what to do and what shape the answer should take. It is the quickest structure that still gives noticeably better results than a bare request.

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