Stop fighting your prompts
Most prompts under-perform for the same handful of reasons: vague instructions, missing context, no role, no output format, no examples. Our prompt optimizer reads your draft, identifies what’s missing, and rewrites it with the structural patterns that work across modern LLMs.
The output is a Markdown prompt with clear sections — role, context, task, constraints, output format, examples — that you can paste into any model. We support optimization profiles tuned for ChatGPT (GPT-4/5), Claude (3.5/4), Gemini, and open-source models.
What the optimizer does
- Detects ambiguity and asks clarifying questions before rewriting
- Adds an explicit role and task statement
- Inserts structured output instructions (JSON, Markdown, table)
- Adds chain-of-thought hints when the task benefits from reasoning
- Trims redundant phrasing that wastes tokens
- Adapts tone and structure to the target model family
You also get a side-by-side diff so you can see exactly why each change was made and learn the patterns over time.