GPT Image Character Consistency Tips

Tip 1: Identity Block

Separate identity prompt from scene prompt.

This section covers tip 1: identity block for creators building long-form character projects. Apply these steps with Character DNA locked in CharacterOS before scaling batch generation. Document results in your creative bible so collaborators reuse the same character ID instead of rewriting prompts. Consistency compounds when identity is treated as data—review outputs against your reference grid every session and reject drift early.

Tip 2: References Every Turn

Attach same images each batch.

This section covers tip 2: references every turn for creators building long-form character projects. Apply these steps with Character DNA locked in CharacterOS before scaling batch generation. Document results in your creative bible so collaborators reuse the same character ID instead of rewriting prompts. Consistency compounds when identity is treated as data—review outputs against your reference grid every session and reject drift early.

Tip 3: CharacterOS Exports

Use grids as canonical refs.

This section covers tip 3: characteros exports for creators building long-form character projects. Apply these steps with Character DNA locked in CharacterOS before scaling batch generation. Document results in your creative bible so collaborators reuse the same character ID instead of rewriting prompts. Consistency compounds when identity is treated as data—review outputs against your reference grid every session and reject drift early.

Tip 4: Limit Session Length

Restart with DNA when drift accumulates.

This section covers tip 4: limit session length for creators building long-form character projects. Apply these steps with Character DNA locked in CharacterOS before scaling batch generation. Document results in your creative bible so collaborators reuse the same character ID instead of rewriting prompts. Consistency compounds when identity is treated as data—review outputs against your reference grid every session and reject drift early.