We present a production-ready automated item generation pipeline integrated into a large-scale assessment program’s workflows. A one-shot approach prompts LLMs from an operational source item and existing guidelines, then populates metadata, screens quality, and uploads items for human review. Generated items passed expert review, and difficulty prompting reliably shifted difficulty.