> ## Documentation Index
> Fetch the complete documentation index at: https://docs.trymaitai.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Deployment

> Promoting fine-tuned models to production endpoints

Once you are satisfied with the validation results, you can deploy your model to production.

### Deployment Workflow

1. **Deploy Weights**: Make the new model available via a dedicated endpoint.
2. **Studio Testing**: Perform a final verification in **Maitai Studio** to ensure the model captures the desired nuances in a live sandbox environment.
3. **A/B Test**: Use Maitai's routing rules to gradually introduce the new model to production traffic.
4. **Full Promotion**: If the new model performs better in production, promote it to 100% of traffic.

## Next

* Monitor real traffic and fault rate: [Intent Groups](/observe/resources/intent_groups)
* Prevent regressions with a golden suite: [Regression Monitoring](/test/test_sets/regression)