--- title: "Explain why the same cell takes longer on some runs. | Fortune AI" description: "MES reports completion, but cycle times vary across repeated parts. See the evidence, approved action and result comparison." canonical: https://www.fortuneai.app/industries/manufacturing-operations/stories/cycle-time/ language: en --- [Manufacturing video analytics](https://www.fortuneai.app/industries/manufacturing-operations/) [Overview](https://www.fortuneai.app/industries/manufacturing-operations/)[Applications](https://www.fortuneai.app/industries/manufacturing-operations/applications/)[How it works](https://www.fortuneai.app/industries/manufacturing-operations/workflow/)[Application stories](https://www.fortuneai.app/industries/manufacturing-operations/stories/)[Buyer FAQ](https://www.fortuneai.app/industries/manufacturing-operations/faq/) [Industries](https://www.fortuneai.app/industries/) / [Manufacturing video analytics](https://www.fortuneai.app/industries/manufacturing-operations/) / [Application stories](https://www.fortuneai.app/industries/manufacturing-operations/stories/) / Explain why the same cell takes longer on some runs. Manufacturing video analytics # Explain why the same cell takes longer on some runs. Compare working, waiting, changeover and recovery at each work cell.  Cycle time analysis [Open full image](https://www.fortuneai.app/assets/industry-visuals-20261024/manufacturing-operations-v1.webp) 01 · Record the first operation ## What the team finds MES reports completion, but cycle times vary across repeated parts. Align each work order with observed work, material waiting, changeover and recovery at the cell. 02 · Decide at a later review ## Who acts, and what changes Responsible team · Production supervisor In the later cell review, the supervisor approves the specific material or changeover handoff causing repeated delay. Assign the preparation owner before the next run. 03 · Verify in the next comparable operation ## How the team checks the result On the next run of comparable parts, verify preparation and compare cycle time by station, keeping product and batch conditions consistent. The result to review Cycle time by product and station [Explore this application](https://www.fortuneai.app/industries/manufacturing-operations/applications/cycle-time/)[See how the product works](https://www.fortuneai.app/industries/manufacturing-operations/workflow/) More operating situations ## Different situations. A different next move. - [A machine restarts later than the stop log suggests.](https://www.fortuneai.app/industries/manufacturing-operations/stories/downtime-tracking/) - [Find the constraint that keeps moving between stations.](https://www.fortuneai.app/industries/manufacturing-operations/stories/bottleneck-analysis/) - [Make the new work standard improve the whole cell.](https://www.fortuneai.app/industries/manufacturing-operations/stories/work-cell-productivity/) [All application stories](https://www.fortuneai.app/industries/manufacturing-operations/stories/) Fortune AI ## Bring one operating question. See your records, the relevant scene and an accountable next action in one review. [Request a demo](https://www.fortuneai.app/book/)