Use these guardrails when deploying AI into production:

  1. Input Sanitization — Strip out known exploit vectors and validate input types

  2. Rate Limiting — Protect APIs from brute-force probing or model theft

  3. Endpoint Authentication — Require access tokens or signatures to interact with the model

  4. Audit Logging — Record every prediction, input, and endpoint request

  5. Encryption Everywhere — Encrypt models at rest and in transit (TLS, AES-256)