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Mark Liu
Mark Liu

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Stop Restarting Every Prompt: A Desk Workflow for AI Imagery

Stop Restarting Every Prompt: A Desk Workflow for AI Imagery

If your team regenerates from scratch every time a stakeholder asks for “more premium,” you do not have a generative problem — you have a continuity problem.

I have been using Raphael at https://raphael.app as a working surface for directed AI imagery: references stay visible, variants stay grouped, and the brief does not evaporate between takes.

What changed in practice

  • Fewer “close, but different brand” misses
  • Faster handoff because options share a visual thesis
  • Less scrap work when adapting a hero into ads and thumbnails

Raphael will not replace taste. It reduces the friction between taste and output. That is enough to matter on a Tuesday afternoon deadline.

Start with one campaign brief and one product photo. See whether the second and third images still feel like the same desk session — that is the test.

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