What an LLM API Admin Dashboard Should Include

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AI Admin DashboardLLM APIUsage LogsAI Gateway

An LLM API admin dashboard helps teams operate AI usage without digging through logs or provider consoles.

Core sections

Include:

  • users
  • teams
  • API keys
  • model access
  • usage logs
  • cost dashboard
  • quotas
  • billing
  • provider health
  • errors

Operational value

Admins need to answer: who is using AI, which models are expensive, what failed, and whether limits are working.

Final thoughts

The admin dashboard is where AI infrastructure becomes manageable for non-engineering teams.