Workflows Overview

Learn the primary workflow types and how each run moves from inputs to outputs and artifacts.

Core workflow families

  • Product photos and photo variations
  • Prompt-candidate generation and selected-prompt rendering
  • Product ads and market analysis
  • Product data extraction, content, and feature generation
  • Upscale image enhancement

Workflow lifecycle

Every run follows the same status model:

  1. Pending: request accepted and queued.
  2. Running: generation in progress.
  3. Completed: outputs and artifacts are available.
  4. Failed: run ended with an error payload and needs retry or input fixes.

Output and artifact surfaces

Use product-level workflow pages for focused execution, and global workflow pages for cross-product visibility.

Artifacts capture structured outputs such as prompts, ads, market analysis, and derived product content.

Generated workflow output example for product images

Workflow runs attach generated media and structured outputs for later review.