81
/100
prowl
Benchmarked Apr 06, 2026

Fireworks AI

Fast generative AI API

ai platform_profile
Benchmark Your API

Score Breakdown

Parseability 9/10
Consistency 8/10
Documentation 8/10
Auth Simplicity 8/10
Token Efficiency 8/10
First-Try Success 8/10
Latency 7/10
Error Clarity 7/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
Based on my analysis of Fireworks AI as described, here's my assessment:

```json
{
  "service_type": "platform",
  "base_url": "https://fireworks.ai",
  "auth_method": "api_key",
  "auth_config": {
    "header_name": "Authorization",
    "header_format": "Bearer {api_key}",
    "api_base": "https://api.fireworks.ai"
  },
  "endpoints": [
    "/inference/v1/chat/completions",
    "/inference/v1/completions",
    "/inference/v1/embeddings",
    "/inference/v1/models"
  ],
  "pricing_model": {
    "type": "freemium", 
    "details": {
      "model": "pay_per_token",
      "free_tier": "limited_credits",
      "billing_unit": "tokens_processed"
    }
  },
  "rate_limits": {
    "requests_per_minute": "varies_by_tier",
    "tokens_per_minute": "varies_by_model"
  },
  "capabilities": [
    "fast_ai_inference",
    "multiple_model_support", 
    "chat_completions",
    "text_generation",
    "embeddings",
    "function_calling",
    "streaming_responses",
    "low_latency_inference",
    "cost_optimized_inference",
    "open_source_models"
  ],
  "raw_analysis": "Fireworks AI is a high-performance AI inference platform positioned as a fast and cost-effective alternative to other AI API providers. The platform specializes in serving generative AI models with optimized infrastructure for low latency and competitive pricing. Target audience includes developers, startups, and enterprises looking for reliable AI inference without the overhead of managing model infrastructure. The service supports various open-source and proprietary models, offering chat completions, text generation, and embeddings through OpenAI-compatible APIs. Key differentiators include speed optimization, transparent pricing, and focus on developer experience. The platform appears well-suited for production AI applications requiring consistent performance and cost predictability."
}
```
Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200563ms
robots_txtGET /robots.txt20043ms
llms_txtGET /llms.txt404361ms
Interpret
{"multi_model": true, "models_used": ["openai", "claude_cli"], "model_scores": {"GPT-4o": {"overall": 78, "dimensions": {"token_efficiency": 8.5, "first_try_success": 8.0, "response_parseability": 9.0, "error_clarity": 7.0, "doc_quality": 7.5, "auth_simplicity": 8.0, "latency": 7.0, "consistency": 7.5}}, "Claude CLI": {"overall": 79, "dimensions": {"token_efficiency": 8.5, "first_try_success": 8.0, "response_parseability": 9.5, "error_clarity": 7.5, "doc_quality": 7.5, "auth_simplicity": 8.0, "latency": 6.5, "consistency": 8.0}}}, "averaged": true}

Agent Readiness

x402 Payments
Not supported
Streaming
No
Sandbox
None
Agent Auth
Unknown
SDKs
None listed
MCP Support
No

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