Prompt Chaining for Multi-Step Reentry Documents

Prompt chaining is an AI workflow technique where the output of one prompt becomes the structured input for the next, allowing complex documents to be built in logical, reviewable stages. Instead of asking an AI to produce a finished reentry cover letter in one shot, you chain prompts that first extract your key facts, then frame your narrative, then draft each section, then refine tone.

This approach is especially valuable for sensitive documents like background explanation letters or character references, where accuracy and consistency matter at every layer. By breaking the task into linked steps, you reduce the risk of the AI inventing details or drifting off message, giving you tighter control over your final document.