Production foundation

Plan every visual generation before spending credits.

Recast validates persona workflows, enhances prompts, estimates credit cost, and defines preview/download policy before any AI provider is called.

Real Estate

virtual_staging, declutter, style_variant, region_edit

Launch persona

Interior Design

redesign, material_change, style_variant, region_edit

Launch persona

Credit safety

Technical and validation failures are modeled as no-charge states.

Ledger-first

Plan a generation

This validates the workflow, routes the model, enhances the prompt, estimates credits, and shows output policy before any provider call exists.

No side effects

82/2000 characters. Keep specific constraints here; Recast adds preservation rules automatically.

Ready

No plan generated yet

Submit the form to inspect selected model, enhanced prompt, credit estimate, validation checks, and no-charge retry policy.