Fluentprompts

We read every OpenAI Sora 2 prompt guide so you don't have to.

Paste your prompt below - we'll rewrite it using OpenAI's official best practices.

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What OpenAI Sora 2 actually rewards

We pulled this from OpenAI's official guidance and what works in production. The short version:

  • Anchor subject with 1-3 distinctive details.
  • One plausible action per shot.
  • Use storyboard-style language.
  • Use image references (input_reference) for style/character consistency.
  • Use Characters API for cross-clip consistency.

Before you hit send, check:

  • Anchor subject with 1-3 distinctive details?
  • One plausible action per shot?
  • Did you use storyboard-style language?
  • Did you use image references (input_reference) for style/character consistency?
  • Did you use Characters API for cross-clip consistency?

Common mistakes we fix automatically

  • Avoid
    Don't write paragraph-long monologues.
  • Avoid
    Don't try to control resolution/duration via prose — use API params.

Ready to rewrite for OpenAI Sora 2?

Frequently asked questions

Which versions of OpenAI Sora 2 does this support?
We support the latest OpenAI Sora 2 versions. We apply the prompt patterns OpenAI recommends for each, so the rewrite is tuned to the version you're using.
Is my prompt stored or used for training?
No. Prompts are sent to the rewriter, scored, returned, and discarded. We don't train on them and we don't keep them around.
Do I need to know prompt engineering to use this?
Nope. That's the point. Paste what you have, click Rewrite, get back a version that follows OpenAI's official guidance.
What makes this different from OpenAI Sora 2's own "improve prompt" feature?
Built-in optimizers use the model's own preferences. Ours is built on OpenAI's official documentation and patterns that consistently produce better results in production. We keep rewrites inside the length window OpenAI Sora 2 responds best to.

Optimizing for a different AI?