93
/100
prowl
Benchmarked Apr 06, 2026

OpenAI

GPT-4o, GPT-4, DALL-E 3, Whisper, TTS, embeddings, and assistants API. Chat completions with function calling. REST API, bearer token auth.

aillm platform_profile
Benchmark Your API

Score Breakdown

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

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
```json
{
  "service_type": "platform",
  "base_url": "https://api.openai.com",
  "auth_method": "bearer_token",
  "auth_config": {
    "header_name": "Authorization",
    "token_format": "Bearer {api_key}",
    "signup_required": true,
    "api_key_location": "dashboard"
  },
  "endpoints": [
    "/v1/chat/completions",
    "/v1/completions",
    "/v1/images/generations",
    "/v1/images/edits",
    "/v1/images/variations",
    "/v1/audio/speech",
    "/v1/audio/transcriptions",
    "/v1/audio/translations",
    "/v1/embeddings",
    "/v1/fine-tuning/jobs",
    "/v1/assistants",
    "/v1/threads",
    "/v1/models"
  ],
  "pricing_model": {
    "type": "usage_based",
    "details": {
      "billing_unit": "tokens",
      "models_have_different_rates": true,
      "input_output_pricing": true,
      "free_tier": "limited_credits"
    }
  },
  "rate_limits": {
    "type": "tiered_by_usage_tier",
    "units": "requests_per_minute_and_tokens_per_minute",
    "tiers": ["tier_1", "tier_2", "tier_3", "tier_4", "tier_5"]
  },
  "capabilities": [
    "text_generation",
    "chat_completions",
    "function_calling",
    "image_generation",
    "image_editing",
    "speech_synthesis",
    "speech_to_text",
    "text_embeddings",
    "fine_tuning",
    "assistants_api",
    "structured_outputs",
    "vision_understanding",
    "code_generation",
    "json_mode"
  ],
  "raw_analysis": "OpenAI is the leading AI platform providing state-of-the-art language models (GPT-4o, GPT-4), image generation (DALL-E 3), speech services (Whisper, TTS), and embeddings through a comprehensive REST API. The platform serves developers, businesses, and researchers building AI-powered applications. Authentication uses bearer tokens with API keys obtained from the dashboard. The service is highly mature with extensive documentation, SDKs in multiple languages, and robust enterprise features. Pricing is usage-based with different rates per model and separate pricing for input/output tokens. Rate limits are tiered based on usage history and payment tier. The platform offers advanced features like function calling, structured outputs, vision capabilities, fine-tuning, and the Assistants API for building conversational AI applications. OpenAI has become the de facto standard for LLM APIs with excellent agent compatibility, comprehensive tooling, and strong developer ecosystem support."
}
```
Execute

0/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /42149ms
robots_txtGET /robots.txt40457ms
llms_txtGET /llms.txt40467ms
Interpret
{"multi_model": true, "models_used": ["openai", "claude_cli"], "model_scores": {"GPT-4o": {"overall": 92, "dimensions": {"token_efficiency": 9.5, "first_try_success": 9.0, "response_parseability": 10.0, "error_clarity": 9.0, "doc_quality": 9.5, "auth_simplicity": 9.0, "latency": 10.0, "consistency": 8.0}}, "Claude CLI": {"overall": 92, "dimensions": {"token_efficiency": 9.5, "first_try_success": 9.0, "response_parseability": 10.0, "error_clarity": 9.0, "doc_quality": 10.0, "auth_simplicity": 9.0, "latency": 8.0, "consistency": 8.5}}}, "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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