Prowl
59/100
prowl
Benchmarked Oct 08, 2026

Roomvana API

Auto-registered via benchmark URL submission.

ai platform_profile
Benchmark Your API

Score Breakdown

Latency10/10
Token Efficiency8/10
Consistency6/10
Documentation6/10
Auth Simplicity5/10
First-Try Success5/10
Error Clarity4/10
Parseability4/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://roomvana.ai",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {
    "type": "unknown",
    "details": {}
  },
  "rate_limits": {},
  "capabilities": [
    "ai-powered platform (category: ai)",
    "auto-registered via benchmark URL submission",
    "web presence at roomvana.ai",
    "unknown integration surface from available data"
  ],
  "raw_analysis": "Roomvana API (https://roomvana.ai) is listed as category 'ai' with the description 'Auto-registered via benchmark URL submission.' The only substantive information available is the service name, root URL, and category tag. No public documentation, endpoint listing, authentication details, rate limits, or pricing page is included in the provided content, and the description indicates the entry was created automatically from a benchmark URL rather than from a manual platform review.\n\nWhat the platform does: Based on the name 'Roomvana' and the AI category tag, this may be an AI-oriented product related to 'rooms' — potentially spatial planning, room design/visualization, real-time collaboration rooms, or AI agent rooms. This is speculation; the provided data does not confirm any specific capability.\n\nWho it's for: Unknown. Possible audiences could include consumers (e.g., interior design assistance) or developers (e.g., an AI tooling/infrastructure service), but no user-facing copy or docs were supplied to verify.\n\nMaturity: Indeterminate. The site could not be evaluated for API surface, SDKs, status page, changelog, or community. The 'auto-registered via benchmark URL submission' note suggests it appeared in a benchmark sweep rather than a curated catalog entry, which often correlates with limited public API documentation.\n\nIntegrations: None discovered. Integration capabilities, webhooks, OAuth flows, or developer portals cannot be identified from the given content. If an API exists, it is not documented in any material available here.\n\nOverall assessment: Insufficient evidence to treat Roomvana as an API-bearing platform. It should be re-checked manually (fetch landing page, /docs, /api, /pricing, robots.txt, and any OpenAPI/Swagger spec) before being onboarded into any integration pipeline. Authentication scheme, endpoints, and rate limits are all unknown at this time."
}
Execute

3/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200120ms
robots_txtGET /robots.txt200214ms
llms_txtGET /llms.txt200180ms
Interpret
{
  "overall": 62,
  "dimensions": {
    "token_efficiency": 8.0,
    "first_try_success": 5.0,
    "response_parseability": 4.0,
    "error_clarity": 4.5,
    "doc_quality": 6.0,
    "auth_simplicity": 5.0,
    "latency": 10.0,
    "consistency": 5.5
  },
  "pricing_normalized": {
    "model": "unknown",
    "notes": "llms.txt states 'free to try' but no tiered pricing, credit packs, or API cost model is documented."
  },
  "issues": [
    {
      "issue": "No documented public API or SDK",
      "severity": "high",
      "detail": "Platform appears consumer-facing (homeowners, not designers); no integration surface for agents to call programmatically."
    },
    {
      "issue": "No pricing details beyond 'free to try'",
      "severity": "medium",
      "detail": "llms.txt mentions free trial but omits paid tiers, limits, and usage costs — agents cannot budget or compare."
    },
    {
      "issue": "robots.txt disallows /gallery, /auth, /v/, /admin",
      "severity": "low",
      "detail": "Suggests gated content areas; /v/ likely viewer/result pages — agents cannot directly retrieve generated outputs via URL."
    },
    {
      "issue": "No status/uptime page or error code documentation surfaced",
      "severity": "medium",
      "detail": "Reliability signals are absent; error clarity relies on web UI messaging only."
    },
    {
      "issue": "Auth flow for agents unclear",
      "severity": "medium",
      "detail": "No mention of API keys, OAuth, or programmatic sign-up. Auto-registration via benchmark URL submission may not reflect real user onboarding."
    }
  ],
  "recommendations": [
    "Publish a documented REST or GraphQL API with API key / OAuth auth; this alone would lift first_try_success and response_parseability dramatically.",
    "Expand llms.txt with pricing tiers, rate limits, supported image formats, and turnaround times.",
    "Add a public status page and machine-readable error codes for programmatic consumers.",
    "Expose a stable result URL pattern for generated designs (e.g., /v/ behind signed tokens) so agents can retrieve outputs.",
    "Clarify licensing/commercial-use terms for generated images — key for agent-driven recommendations."
  ]
}

Agent Readiness

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

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