76
/100
prowl
Benchmarked Aug 10, 2026

Remove.bg

Image Background removal

saas platform_profile
Benchmark Your API

Score Breakdown

Latency 8/10
Consistency 8/10
Documentation 8/10
Token Efficiency 8/10
Parseability 8/10
Error Clarity 7/10
First-Try Success 7/10
Auth Simplicity 6/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://www.remove.bg/api",
  "auth_method": "api_key",
  "auth_config": {
    "header_name": "X-Api-Key",
    "header_value": "YOUR_API_KEY",
    "location": "header"
  },
  "endpoints": [
    {
      "path": "/v1.0/removebg",
      "method": "POST",
      "description": "Remove background from an image provided via URL or file upload",
      "params": {
        "image_url": "URL of the image (optional if file is uploaded)",
        "image_file": "Binary file upload (optional if image_url is provided)",
        "size": "auto|medium|small|thumb|regular (default: auto)",
        "format": "png|jpg|zip (default: png)",
        "bg_color": "Hex color code or color name to replace background",
        "bg_image_url": "URL of background image",
        "crop": "true|false (crop to subject bounding box)",
        "scale": "Number (scale factor, e.g., 50)",
        "position": "x:y coordinates for background positioning",
        "channels": "rgba|alpha (default: rgba)",
        "add_shadow": "true|false",
        "semitransparency": "true|false"
      }
    },
    {
      "path": "/v1.0/account",
      "method": "GET",
      "description": "Get account information including credits and usage"
    }
  ],
  "pricing_model": {
    "type": "freemium",
    "details": {
      "free_tier": "50 free credits/month",
      "paid_plans": [
        {
          "name": "Starter",
          "price_per_credit": "$0.20",
          "credits": "Up to 100 credits/month"
        },
        {
          "name": "Pro",
          "price_per_credit": "$0.10",
          "credits": "Up to 1000 credits/month"
        },
        {
          "name": "Business",
          "price_per_credit": "$0.06",
          "credits": "Up to 5000 credits/month"
        },
        {
          "name": "Enterprise",
          "price_per_credit": "Custom",
          "credits": "Volume pricing"
        }
      ],
      "note": "Credit is consumed per image processed, based on resolution and features used"
    }
  },
  "rate_limits": {
    "free_tier": "50 requests/month",
    "paid_tiers": "Varies by plan, typically 1-10 requests per second, check API docs"
  },
  "capabilities": [
    "AI-powered background removal",
    "Batch processing via API",
    "Support for PNG, JPG, and other formats",
    "Subject detection and cutout",
    "Background replacement with color or image",
    "Crop and scale adjustments",
    "Shadow and semi-transparency effects",
    "Integration with various platforms (Shopify, WooCommerce, Canva, etc.)",
    "Web and mobile SDKs",
    "Account and credits management"
  ],
  "raw_analysis": "Remove.bg is a SaaS platform that provides AI-based image background removal services. It is targeted at developers, e-commerce merchants, and creative professionals who need to process images programmatically or in bulk. The platform is mature, having been launched in 2018 and widely adopted by major e-commerce platforms like Shopify. It offers a simple REST API with a single primary endpoint for background removal, plus an account endpoint for checking credits. Authentication is via API key in the header. Pricing is freemium with a free monthly quota, and paid plans based on credit consumption. The API supports various image processing options such as background replacement, cropping, and scaling. Rate limits are modest, especially on the free tier, and scale with plan. Integration options include plugins for e-commerce, CMS, and design tools, as well as SDKs for mobile and web. Overall, it's a well-documented, reliable service for background removal needs."
}
Execute

1/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200534ms
robots_txtGET /robots.txt404275ms
llms_txtGET /llms.txt404277ms
Interpret
```json
{
  "overall": 74,
  "dimensions": {
    "token_efficiency": 8.5,
    "first_try_success": 7.0,
    "response_parseability": 8.0,
    "error_clarity": 7.0,
    "doc_quality": 7.5,
    "auth_simplicity": 6.0,
    "latency": 8.0,
    "consistency": 7.5
  },
  "pricing_normalized": {
    "free_tier": "50 credits/month",
    "paid_tiers": [
      {"name": "Starter", "price_per_credit": "$0.20", "min_credits": 1, "max_credits": 100},
      {"name": "Pro", "price_per_credit": "$0.10", "min_credits": 101, "max_credits": 1000},
      {"name": "Business", "price_per_credit": "$0.06", "min_credits": 1001, "max_credits": 5000},
      {"name": "Enterprise", "price_per_credit": "custom", "min_credits": 5001}
    ],
    "notes": "Credits consumed per image, based on resolution and features"
  },
  "issues": [
    "No robots.txt or llms.txt endpoints found for automated discovery",
    "No explicit usage limits or rate limits documented in the provided information",
    "Authentication method not specified in the analysis",
    "Free tier requires signup; unclear if API key is needed immediately"
  ],
  "recommendations": [
    "Add llms.txt endpoint to expose API documentation for agents",
    "Clearly document API authentication flow (API key vs OAuth) in a machine-readable format",
    "Provide explicit rate limits and error code documentation for common failure scenarios",
    "Publish a structured OpenAPI spec for easier integration"
  ]
}
```

Agent Readiness

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

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