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Preflight checks are designed to fail early so deployment failures are less likely.

What preflight validates

  • LLM provider authentication and model access
  • Channel credential validity
  • Reachability to third-party provider APIs

Typical failure classes

  • Invalid API key
  • Model unavailable for your account
  • Rate limits
  • Invalid channel token

Fast remediation flow

  1. Read the exact failing check message.
  2. Correct only that credential or model selection.
  3. Re-run preflight.
  4. Proceed only when all required checks pass.