← Back to Docs

Fine-tuning status (roadmap)

Meridian supports pass-through inference when you supply a pre-existing Azure OpenAI fine-tuned deployment ID. No uploads, no training runs — just point us at your endpoint.

What works today

  • Pass-through to any Azure OpenAI fine-tuned deployment via deployment ID and API key.
  • Streaming and non-streaming completions with your custom model.
  • Token usage tracking and cost attribution per request.

On the roadmap

  • Managed fine-tuning jobs — upload JSONL, we handle the Azure training run.
  • Built-in eval harness with pass@k and side-by-side comparisons.
  • One-click deploy from checkpoint to production endpoint.

Have a fine-tuned deployment ready? Quickstart guide →