Open source · 11 model families · 39+ variants

Refrase
your prompts

Better prompts for every model, instantly. No LLM required — it's deterministic, open source, and free.

Your prompt134 chars
Optimized for claude-sonnet

Click "Refrase It" or select a model to see the optimized prompt.

11
Model Families
39+
Model Variants
12%
Avg. Quality Gain
<1ms
Adaptation Speed

See the difference

The same prompt, adapted for different models. Each adaptation is backed by tested optimization rules.

Claude Sonnet 4.6XML tag structuring
Before
You are a helpful assistant that extracts key information from documents. Be thorough and accurate. Use null for any fields not found.
After
<instructions>
You are a helpful assistant that extracts key information from documents.
</instructions>

<rules>
- Be thorough and accurate
- Use null for any fields not found
</rules>

Quality Score Comparison

Without adaptation
72%
With Refrase
94%

+22% improvement

How it works

Three steps. No sign-up required.

1

Paste your prompt

Drop in any system prompt or user message. Works with plain text, structured prompts, or templates.

2

Select your model

Choose from 11 model families. Refrase knows the quirks and strengths of each model variant.

3

Get optimized output

Receive your adapted prompt instantly. Deterministic rules, no LLM needed, under 1ms.

Build prompts with AI

Describe what you need in plain language. The prompt builder generates production-ready prompts with best practices baked in -- guardrails, formatting, and model-specific tuning.

Try the Builder
Prompt Builder

You

I need a prompt for extracting contact info from PDFs. It should return structured JSON with name, email, phone, and company.

Refrase Builder

Here's an optimized extraction prompt for your use case: "Extract all contact information from this document. Return a JSON object with the fields: name, email, phone, company. Use null for any field not found. Do not infer or fabricate data." I've included null-handling and anti-hallucination guardrails. Want me to optimize it for a specific model?

Simple pricing

The adapter is free, forever. Pay only for the builder and extra storage.

Free

$0forever
  • Adapter (unlimited)
  • 5 builds / month
  • 20 saved prompts
  • Browser extension
Get started
14-day free trial

Pro

$9/mo
  • 200 builds / month
  • Unlimited saved prompts
  • API access
  • Priority support
Start free trial

Built on research

Refrase's adaptation rules come from a rigorous evaluation framework. We tested 46 model configurations across 12 model families on structured output tasks -- extraction, analysis, and generation -- to find what actually moves the needle for each model.

Every rule is backed by measurable quality gains. No guesswork, no prompt-engineering folklore.

Read the research
Top models by quality score
1
Claude Sonnet 4.6
Anthropic
94
+12% gain
2
Gemini Pro
Google
93
3
GPT-4o
OpenAI
91
+8% gain
4
Qwen3 235B
Alibaba
88
+15% gain
5
DeepSeek V3
DeepSeek
87
+10% gain

Start optimizing your prompts

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