When this workflow helps
If you are searching for how to use AI for inventory exception review, first decide who owns the result and where it will be used. A good draft saves preparation time only when the underlying facts are available and a person can inspect the output. This guide is for that specific deliverable; the AI Playbooks by Business Function hub collects adjacent tasks.
Gather the source material
Stock report, reorder rules, lead times, promotions, and recent stockout history. Use the current approved version. Remove details that the team is not permitted to place in an AI tool, or use a workspace and access controls approved for that data. Keep a link to the original material so reviewers can trace the result.
Build the first draft
Surface items outside thresholds and explain the underlying rule. Ask for a buyer decision rather than silently placing orders. Start on one representative example, not the entire backlog. If a required fact is missing, ask for a marked gap rather than a plausible completion. Save the output as a draft with the source date and an assigned reviewer.
Starting prompt
From these verified stock figures, list items outside our reorder thresholds with rule, lead time, and missing information. Do not invent demand or create purchase orders.
Replace the example input with your own approved documents and specify the output format your team actually uses. Ask for a short list of uncertainties alongside the draft. Keep the source and output together during review so a polished sentence does not hide a missing fact.
Review before use
The inventory manager checks anomalies against physical counts and supplier constraints. Check names, dates, figures, citations, and commitments against the originals. If a consequential decision or external communication is involved, the designated human owner makes the final call and follows the normal approval path.
Measure whether it worked
Track Stockouts on reviewed items and false alerts per weekly report. Compare a small set of completed examples with the previous process. Record corrections, not only time saved; a faster draft that creates rework is not an improvement. Revise the prompt when the same error appears twice.
Next steps
Return to AI Playbooks by Business Function for related tasks, or use the AI business strategy pillar to decide where this workflow belongs in the wider business.