68
/100
prowl
Benchmarked Aug 10, 2026

PhotoRoom

Remove background from images

saas platform_profile
Benchmark Your API

Score Breakdown

Latency 8/10
Parseability 8/10
Consistency 7/10
Token Efficiency 7/10
First-Try Success 7/10
Documentation 6/10
Auth Simplicity 6/10
Error Clarity 5/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://www.photoroom.com/api",
  "auth_method": "api_key",
  "auth_config": {"header": "Authorization", "scheme": "Bearer"},
  "endpoints": [
    {"method": "POST", "path": "/v1/segment", "description": "Remove background from an image"},
    {"method": "POST", "path": "/v1/edit", "description": "Apply various edits like background removal, upscaling, and more"},
    {"method": "POST", "path": "/v1/upscale", "description": "Upscale an image"}
  ],
  "pricing_model": {"type": "freemium", "details": {"free_tier": "limited credits per month", "paid_tiers": "Pro and Enterprise plans with more credits and features"}},
  "rate_limits": {"unknown": true},
  "capabilities": [
    "remove image background",
    "upscale images",
    "apply background effects",
    "batch processing",
    "API access",
    "integrations with e-commerce platforms like Shopify, Etsy, etc."
  ],
  "raw_analysis": "PhotoRoom is a SaaS platform that provides an API for AI-powered image background removal and editing. The platform is designed for e-commerce sellers, marketers, and developers who need to process product photos at scale. It is mature, having been founded in 2019 and raised significant funding. The API requires an API key (Bearer token) for authentication. The documentation at /api indicates RESTful endpoints for segmentation, editing, and upscaling. Pricing is freemium with a monthly free credit allowance and paid tiers for higher volume. Rate limits are not publicly documented in the provided info, but likely exist to prevent abuse. Integration options include Shopify, Etsy, and other e-commerce platforms, plus SDKs for various languages. Overall, it's a well-established, focused tool for image processing in commercial workflows."
}
Execute

1/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200231ms
robots_txtGET /robots.txt40496ms
llms_txtGET /llms.txt404102ms
Interpret
```json
{
  "overall": 68,
  "dimensions": {
    "token_efficiency": 7.0,
    "first_try_success": 7.0,
    "response_parseability": 8.0,
    "error_clarity": 5.0,
    "doc_quality": 6.0,
    "auth_simplicity": 6.0,
    "latency": 8.0,
    "consistency": 7.0
  },
  "pricing_normalized": {
    "free_tier_credits_per_month": "limited",
    "paid_starting_at_usd": "unknown",
    "enterprise_available": true
  },
  "issues": [
    "No robots.txt file (404) — reduces crawlability for agents",
    "No llms.txt file (404) — no machine-readable context for agents",
    "Pricing details not provided in the analysis — unclear cost structure",
    "403 error page returned as Next.js error — unclear error documentation"
  ],
  "recommendations": [
    "Add llms.txt for AI agents to understand the platform quickly",
    "Implement proper robots.txt with clear crawl directives",
    "Publish clear API documentation with limits and error codes",
    "Provide structured pricing information (per-credit cost, tier features)",
    "Add a status page or uptime documentation for reliability transparency"
  ]
}
```

Agent Readiness

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

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