Workflow

    Prompt-To-Product Release Loop

    Operator prompt inputs and catalog defaults become product drafts, generated image assets, release records, and reviewable storefront output. This workflow is the proof layer for how AI-assisted product creation stays inspectable instead of becoming a black-box generation step.

    ai assistedoperator reviewcatalog generationRPS Digital P3 Intake Archive

    Workflow steps

    1. 1

      Generate product metadata, preview assets, and release artifact evidence

      Process

    2. 2

      Human operator reviews naming, image quality, and publish readiness

      Decision

    3. 3

      Collect source prompt, catalog defaults, and operator intent

      Action

    4. 4

      Write release record and source packet for downstream storefront use

      Action

    5. 5

      Check storefront screenshot evidence and product listing behavior

      Action

    Workflow diagram

    Part of project

    RPS Digital P3 Intake ArchiveParent project
    Prompt-To-Product Release LoopThis workflow

    Related notes

    Note

    prompt-to-product

    Source Summary Prompt-to-Product Describe the artwork you want and the app generates a product draft with metadata and assets. Create a product from a prompt...

    Note

    api.prompts

    Source Summary import { json, type ActionFunctionArgs } from '@remix-run/node'; import { randomUUID } from 'node:crypto'; import path from 'node:path'; impor...