59
/100
prowl
Benchmarked Aug 16, 2026

Cisco Spark

Team Collaboration Software

saas platform_profile
Benchmark Your API

Score Breakdown

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

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://developer.ciscospark.com",
  "auth_method": "bearer",
  "auth_config": {
    "type": "bearer",
    "description": "Requires a Cisco Spark API access token, typically obtained from the developer portal or via OAuth."
  },
  "endpoints": [],
  "pricing_model": {
    "type": "freemium",
    "details": {
      "description": "Cisco Spark (now Webex Teams) offers free tier with basic features, while premium features require subscription plans for teams and enterprise.",
      "pricing_plans": ["Free", "Pro", "Enterprise"]
    }
  },
  "rate_limits": {
    "default": {
      "requests_per_minute": 60,
      "notes": "Rate limits vary by endpoint and plan; public API typically allows 60 requests per minute for most actions."
    }
  },
  "capabilities": [
    "Real-time messaging",
    "File sharing",
    "Video and audio conferencing",
    "Team spaces and collaboration",
    "Bot and integration development",
    "Webhooks and API for automation",
    "Message search and history",
    "Content management",
    "User and space management",
    "Activity tracking and analytics"
  ],
  "raw_analysis": "Cisco Spark, now rebranded as Webex Teams, is a team collaboration platform designed for businesses and enterprises. It provides real-time messaging, file sharing, video conferencing, and integration capabilities. The developer platform allows creating bots, integrations, and custom applications using REST APIs and webhooks. It is a mature and widely adopted product from Cisco, a major enterprise technology provider. The platform supports OAuth 2.0 for authentication and offers a rich set of endpoints for managing messages, spaces, and people. Integrations are possible with other Cisco products, such as Webex Meetings and various third-party tools. Pricing follows a freemium model with paid tiers for advanced features and enterprise needs. Rate limits are generally sufficient for typical usage, with higher limits available for paid plans. The platform is well-documented and actively maintained, making it suitable for building collaboration solutions for businesses."
}
Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200347ms
robots_txtGET /robots.txt200102ms
llms_txtGET /llms.txt40494ms
Interpret
```json
{
  "overall": 52,
  "dimensions": {
    "token_efficiency": 6.0,
    "first_try_success": 5.0,
    "response_parseability": 7.0,
    "error_clarity": 6.0,
    "doc_quality": 5.0,
    "auth_simplicity": 5.0,
    "latency": 7.5,
    "consistency": 6.0
  },
  "pricing_normalized": {
    "free_tier": "Available",
    "entry_paid": "Pro tier (undisclosed price)",
    "enterprise": "Custom pricing",
    "model": "Freemium"
  },
  "issues": [
    "No llms.txt file found (404) - limits AI agent discoverability",
    "Branding confusion: platform is 'Webex Teams' but capabilities list says 'Cisco Spark' (legacy name)",
    "Free tier feature limitations not clearly documented",
    "Developer docs not directly linked from main site check",
    "Pricing not transparent for Pro/Enterprise tiers"
  ],
  "recommendations": [
    "Add llms.txt to enable AI agent onboarding and documentation discovery",
    "Update branding to current 'Webex' to avoid legacy confusion",
    "Publish clear feature comparison matrix for free vs paid tiers",
    "Include direct links to developer documentation and API references in main site headers",
    "Add SSO/social login options to reduce auth friction"
  ]
}
```

Agent Readiness

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

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