API Key Management for AI Apps: Rotation, Scopes, Quotas, and Abuse Prevention

·
API Key ManagementAI SecurityLLM APIRate Limits

AI applications often use multiple kinds of keys: provider keys, internal service keys, customer API keys, team keys, and temporary tokens.

Managing them well protects security and cost.

Provider keys

Provider keys should be stored server-side only. Do not expose them to browsers, mobile apps, or customer scripts.

Use an internal backend or gateway to call providers.

Customer keys

If customers access your AI API, issue your own keys with:

  • scopes
  • quotas
  • expiration
  • rate limits
  • model permissions
  • audit logs

Customer keys should never map directly to raw provider keys.

Rotation

Support key rotation without downtime:

  • create new key
  • allow overlap period
  • revoke old key
  • log the change

This is important for enterprise customers.

Abuse prevention

Monitor:

  • unusual token usage
  • many failed requests
  • expensive model spikes
  • unexpected geographies
  • leaked keys

Rate limits and quotas reduce damage.

Final thoughts

API key management is core AI infrastructure. Use scoped keys, server-side provider credentials, quotas, rotation, and audit logs from the beginning.