The four heights
The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.
Execute — do the immediate task
+Confirm the production operations for production order PO-10432: record operation 10 completed by…
Execute — do the immediate task
+Confirm the production operations for production order PO-10432: record operation 10 completed by operator Luis on 2026-08-12 at 14:30, actual hours 6.0 vs planned 5.0, quantity completed 2,500 good units and 20 scrap, and confirm usage of labor resource LAB-2. Post the confirmation so actuals update WIP and notify inventory control to release the produced quantity to staging.
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Improve — make it easier to accept
+Before I save operation confirmations for PO-10432, make it easy for the shift lead to approve:…
Improve — make it easier to accept
+Before I save operation confirmations for PO-10432, make it easy for the shift lead to approve: surface deviations from planned hours and quantities, call out any quality hold flags or unusual scrap rates, show cumulative completion vs order target, and highlight what additional evidence a reviewer would want (job card note, inspection batch). Flag the single anomaly that should block posting.
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Decide — diagnose the stuck moment
+Luis on night shift confirmed operation 10 for PO-10432 with actual hours 6.0 instead of planned…
Decide — diagnose the stuck moment
+Operator reported higher hours and unexplained scrap at operation 10.
Luis on night shift confirmed operation 10 for PO-10432 with actual hours 6.0 instead of planned 5.0 and 20 scrap units, but he did not add an explanation and quality flagged a possible process issue. I cannot tell if the extra time is normal for this operator or if there is a tooling problem that requires a stop. I am afraid posting this will hide a recurring defect or distort performance metrics. What is the likely cause and the best immediate step to take before I post the confirmation?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Become — change the pattern
+We frequently post operation confirmations that later must be reversed because operators did not…
Become — change the pattern
+We post confirmations that later get reversed due to missing explanations or quality holds.
We frequently post operation confirmations that later must be reversed because operators did not log reasons for deviations or quality placed a hold. That creates rework, inaccurate labor and scrap reporting, and erodes trust in the shop reports. What simple change to our confirmation process or a mandatory field can reduce reversals and give planners enough context at posting?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Next to this one
Other enterprise resource planning work people do in SAP.
Every task here came from the work, not from a feature list — which is why the prompts name what you want done and never the button that does it. The tool changes; the work does not.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.
The rest of the map
Same library, five ways in.