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Message Transforms

Seamless message transformation system that automatically converts between different AI provider formats, ensuring compatibility and optimal performance across all supported models.

Provider Format Conversion

Automatically converts between different AI provider message formats

OpenAI ↔ Claude format conversion
Gemini ↔ GPT message mapping
Anthropic ↔ OpenAI compatibility
Universal message standardization

Parameter Normalization

Standardizes parameters across different AI models and providers

Temperature scaling adjustment
Token limit normalization
Stop sequence optimization
Model-specific parameter tuning

Context Optimization

Optimizes conversation context for each AI provider

Context window management
Message history compression
Role mapping optimization
Provider-specific formatting

How Message Transforms Work

1

Request Analysis

System analyzes incoming request format and target provider requirements

2

Format Mapping

Messages and parameters are mapped to target provider's expected format

3

Optimization

Parameters are optimized for the specific model's capabilities and limits

4

Response Normalization

Provider response is normalized back to consistent Fusion AI format

Transformation Examples

OpenAI to Claude Format

OpenAI Format

{
  "model": "gpt-4",
  "messages": [
    {"role": "user", "content": "Hello"}
  ],
  "temperature": 0.7
}

Claude Format (Internal)

{
  "model": "claude-3-opus-20240229",
  "messages": [
    {"role": "user", "content": "Hello"}
  ],
  "temperature": 0.7,
  "max_tokens": 4096
}

Advanced Transform Features

Automatic Conversions

Message Role Mapping

Converts between different role naming conventions

Parameter Translation

Maps equivalent parameters across providers

Token Limit Handling

Automatically adjusts for provider-specific limits

Smart Optimizations

Context Compression

Optimizes message history for better performance

Format Validation

Ensures compatibility before sending to providers

Error Translation

Normalizes error responses across providers

Provider Compatibility Matrix

FeatureOpenAIClaudeGeminiOthers
Message Format✅ Native🔄 Transformed🔄 Transformed🔄 Transformed
Function Calling✅ Direct🔄 Mapped🔄 Mapped⚠️ Limited
Streaming✅ Native✅ Native🔄 Adapted🔄 Adapted
System Messages✅ Native🔄 Converted🔄 Converted🔄 Converted

Transform Configuration

Default Behavior

Automatic format detection and conversion
Parameter optimization for target provider
Response normalization to OpenAI format

Custom Options

{
  "transform": {
    "preserve_original": false,
    "optimize_tokens": true,
    "normalize_response": true
  }
}

Ready to Use Transforms?

Message transforms work automatically behind the scenes. Focus on building your application while Fusion AI handles all the compatibility complexity.

Try It NowAPI Reference