AI Prompt Optimizer
Paste a prompt you already use and rewrite it into a proven framework like APE, RACE, CREATE or SPARK. Same intent, structured so ChatGPT, Claude and other models answer the way you meant.
The AI Prompt Optimizer rewrites a prompt you already use into a structured framework — APE, RACE, CREATE or SPARK. It keeps your intent and adds the role, constraints and output format that vague prompts leave implicit. Free, no account.
What the optimizer changes
Pick a target framework
Start with APE if you are unsure. Move up to RACE or CREATE when the task needs a role, context or examples.
Paste the prompt you have
Your wording, your details. Nothing is invented — missing elements come back as bracketed placeholders for you to fill in.
Get it back structured
The same request, reordered into the framework's elements, with the output requirements stated at the end.
Optimizing a prompt vs writing one from scratch
Use this tool when you already have a prompt that half works — the answers are close but inconsistent, too long, or aimed at the wrong audience. Rewriting it into a framework usually exposes what was missing: no role, no context, or no statement of what the output should look like.
Starting from a blank page instead? Build one field by field with the AI Prompt Generator, which asks for each element of the framework in turn.