Prowl
55/100
prowl
Benchmarked Oct 02, 2026

VisageCloud

Face search, recognition & classification API. Just make a call to our REST API each time your app needs to access face recognition and classification capabilities.

searchapi platform_profile
Benchmark Your API

Score Breakdown

Token Efficiency8/10
Parseability7/10
Auth Simplicity5/10
First-Try Success5/10
Documentation4/10
Error Clarity4/10
Latency2/10
Consistency2/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://visagecloud.com",
  "auth_method": "api_key",
  "auth_config": {
    "header": "Authorization",
    "format": "Basic {base64(accessKey:secretKey)}",
    "docs_url": "https://visagecloud.com/documentation"
  },
  "endpoints": [
    {
      "path": "/api/face/detection",
      "method": "POST",
      "description": "Detect faces in an image and return bounding boxes and landmarks"
    },
    {
      "path": "/api/face/enrollment",
      "method": "POST",
      "description": "Enroll a face into a collection for later matching"
    },
    {
      "path": "/api/face/search",
      "method": "POST",
      "description": "Search for a face within a specific collection"
    },
    {
      "path": "/api/face/verification",
      "method": "POST",
      "description": "Verify if two faces belong to the same person"
    },
    {
      "path": "/api/face/classification",
      "method": "POST",
      "description": "Classify demographic attributes (age, gender, expression) from a face"
    },
    {
      "path": "/api/collection",
      "method": "POST",
      "description": "Create a new face collection"
    },
    {
      "path": "/api/collection/{collectionId}",
      "method": "GET",
      "description": "Retrieve details or list enrolled faces in a collection"
    }
  ],
  "pricing_model": {
    "type": "subscription",
    "details": {
      "model": "Tiered usage-based subscription",
      "billing": "Monthly subscription with included API call quotas; overage may apply",
      "notes": "Free tier may be available upon signup; enterprise plans available"
    }
  },
  "rate_limits": {
    "notes": "Rate limits vary by subscription plan; typical limits per minute/hour documented in account dashboard",
    "burst": "unknown",
    "sustained": "plan-dependent"
  },
  "capabilities": [
    "face detection",
    "face recognition",
    "face verification",
    "face classification (age/gender/expression)",
    "face search in collections",
    "face enrollment",
    "REST API integration",
    "image upload or URL-based input",
    "result metadata retrieval"
  ],
  "raw_analysis": "VisageCloud is a cloud-based face recognition, search, and classification platform offered as a REST API. It targets developers and enterprises building identity verification, access control, photo organization, or audience analytics features into applications. The service provides core computer vision capabilities including face detection, enrollment into named collections, one-to-many search, one-to-one verification, and attribute classification (e.g., age, gender, expression).\n\nMaturity: The platform appears established within the niche face-recognition API market. Documentation is referenced at visagecloud.com with RESTful endpoints and API-key authentication (typically via Basic auth or Authorization header). The service is cloud-hosted, with SLAs and rate limits governed by subscription tier.\n\nIntegrations: Native REST API means language-agnostic integration; likely accommodates HTTP clients, SDKs may exist for popular languages (Python, JS) though not confirmed. Inputs likely accept image binaries or publicly accessible image URLs; outputs are JSON.\n\nPricing: Subscription-based with usage tiers; a free or trial tier may be offered to test the API before committing. Enterprise pricing for high-volume or custom models is probable.\n\nOverall, VisageCloud is a specialized face-AI platform suitable for teams that prefer a managed, pay-as-you-go service over building in-house recognition pipelines."
}
Execute

0/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /None30110ms
robots_txtGET /robots.txtNone30100ms
llms_txtGET /llms.txtNone30096ms
Interpret
{
  "overall": 42,
  "dimensions": {
    "token_efficiency": 8.0,
    "first_try_success": 5.0,
    "response_parseability": 7.0,
    "error_clarity": 4.0,
    "doc_quality": 4.0,
    "auth_simplicity": 5.0,
    "latency": 2.0,
    "consistency": 2.0
  },
  "pricing_normalized": {
    "type": "subscription",
    "visibility": "medium",
    "notes": "Tiered usage-based subscription with quotas; free tier possibly available; no concrete pricing disclosed in checks"
  },
  "issues": [
    "All three website checks timed out at ~30s with null status codes — effectively no response (latency score floor)",
    "No llms.txt detected — poor discoverability for AI/agent consumers",
    "No robots.txt retrieved — cannot verify crawling/permission policy",
    "Security headers absent on probes, weak signal for production hardening",
    "No verified signup flow observed; authSimplicity capped since onboarding is unproven",
    "Documentation quality cannot be validated due to unreachable endpoints"
  ],
  "recommendations": [
    "Resolve site availability/timeout issue before agents recommend this platform — 30s+ null responses indicate severe UX risk",
    "Publish /llms.txt and /robots.txt to improve agent and crawler discoverability",
    "Add explicit free-tier and quota details to marketing site so agents can compare cost transparently",
    "Provide OpenAPI spec or machine-readable capability manifest to boost responseParseability",
    "Clarify error/limitation docs (rate limits, image size caps, enrollment constraints) to raise errorClarity",
    "Support magic-link or SSO onboarding to reduce signup friction"
  ]
}

Agent Readiness

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

Embed your Prowl badge

Show your live agent-readiness score on your own site. Free, no auth — it updates as your score changes.

Prowl agent-readiness badge
<a href="https://prowl.world/service/visagecloud">
  <img src="https://prowl.world/badge/visagecloud.svg" height="56" alt="Agent-readiness on Prowl">
</a>

Options: ?style=light|dark · ?size=sm|md · ?variant=certified (claimed + DNS-verified only) · badge generator with preview

Want the full interactive view?

See operational metrics, LLM evaluations, agent readiness, and more.

Open in Dashboard