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Operations & Supply Chain AI Starter Kit

Nine prompts in sequence that take an operation from "something is off" to a roadmap of what to change first — each carrying the method behind it and the inputs to have ready.

What's inside

Preview: 3 of the 9 prompts

1. Map the current state

See the process as it actually runs and where the time goes. A current-state map with process, wait and rework quantified, and waste identified by type with evidence.

Act as a continuous improvement lead building a current-state map of [process].

Walk-through: [step, who performs it, system or tool, process time, wait time before it, batch size, error/rework rate, handoffs]
Volumes: [units per period] Demand rate: [takt if relevant]
Known pain points: [from the team]

1. Build the map as a t…
2. Find the constraint

Identify the step that governs throughput — from queue evidence, not noise. Locating the true bottleneck rather than the noisiest station.

Act as an operations analyst identifying the constraint in [process].

Process: [steps in sequence; for each: design capacity, demonstrated throughput, utilization, WIP or queue before it, cycle time through it, downtime %, changeover time, staffing]
Demand: [rate the process must meet]
Observations: [where work waits, where exp…
5. Check inventory health

Where stock is tied up, which policies are wrong, and the cash at stake. A clear picture of where inventory is tied up, what is working and what is not.

Act as an inventory analyst running a health check on [site / category].

Data: [item, on-hand qty, unit cost, 12-month usage, lead time, reorder point / min / max, ABC class, lifecycle status, last movement date]
Targets: [service level by class, weeks of cover target by class]
Carrying cost rate: [% per year]

1. Compute for e…

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