```json
{
"service_type": "platform",
"base_url": "https://together.ai",
"auth_method": "api_key",
"auth_config": {
"header_name": "Authorization",
"header_format": "Bearer {api_key}",
"supports_multiple_keys": true,
"team_management": true
},
"endpoints": [
{
"path": "/v1/chat/completions",
"method": "POST",
"purpose": "OpenAI-compatible chat completions"
},
{
"path": "/v1/completions",
"method": "POST",
"purpose": "Text completions"
},
{
"path": "/v1/images/generations",
"method": "POST",
"purpose": "Text-to-image generation"
},
{
"path": "/v1/embeddings",
"method": "POST",
"purpose": "Vector embeddings for RAG"
},
{
"path": "/v1/rerank",
"method": "POST",
"purpose": "Document reranking"
},
{
"path": "/v1/fine-tunes",
"method": "POST",
"purpose": "Create fine-tuning jobs"
},
{
"path": "/v1/models",
"method": "GET",
"purpose": "List available models"
}
],
"pricing_model": {
"type": "freemium",
"details": {
"structure": "pay_per_token_and_compute",
"tiers": ["free_trial", "pay_as_you_go", "enterprise"],
"billing_units": ["tokens", "gpu_hours", "storage_gb"],
"products": {
"serverless_inference": "per_token",
"dedicated_endpoints": "hourly_compute",
"gpu_clusters": "hourly_gpu",
"fine_tuning": "per_training_token",
"batch_inference": "discounted_per_token"
}
}
},
"rate_limits": {
"has_limits": true,
"varies_by_tier": true,
"increasable": true,
"enterprise_sla": true
},
"capabilities": [
"ai_model_inference",
"openai_api_compatibility",
"200_plus_open_models",
"frontier_model_access",
"llama_4_models",
"deepseek_models",
"qwen_models",
"custom_model_upload",
"full_fine_tuning",
"lora_adapters",
"dedicated_model_endpoints",
"serverless_inference",
"batch_processing",
"gpu_cluster_provisioning",
"h100_h200_gb200_b300_access",
"code_sandbox_execution",
"managed_storage",
"model_evaluations",
"function_calling",
"json_mode_output",
"reasoning_models",
"multimodal_vision",
"text_to_speech",
"speech_to_text",
"image_generation",
"embeddings_rag",
"document_reranking",
"enterprise_deployment",
"private_cloud_options",
"sla_guarantees",
"compliance_features"
],
"raw_analysis": "Together AI is a comprehensive AI infrastructure platform that positions itself as the 'AI Native Cloud.' It's a mature, enterprise-grade platform that offers a full stack of AI services from model inference to training infrastructure. The platform serves as a bridge between open-source AI models and production deployments, offering both serverless and dedicated infrastructure options. Key strengths include: (1) Massive model catalog with 200+ open-source and frontier models including latest Llama 4, DeepSeek, and Qwen families; (2) Full OpenAI API compatibility making it a drop-in replacement; (3) Complete MLOps pipeline from fine-tuning to deployment; (4) Enterprise-grade infrastructure with dedicated GPU clusters (H100/H200/GB200/B300); (5) Advanced features like function calling, JSON mode, reasoning models, and multimodal capabilities. The platform targets developers and enterprises building AI applications who need reliable, scalable inference and training infrastructure. Together AI differentiates itself by focusing on open-source models while providing enterprise reliability, making it attractive for organizations wanting to avoid vendor lock-in with proprietary models. The extensive documentation, multiple API endpoints, and integration options indicate a mature platform with strong developer experience. Pricing transparency and multiple deployment options (serverless vs dedicated) show flexibility for different use cases and scales."
}
```