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Deploy Fine-Tuned Model

Deploy Fine-Tuned Model

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2 mins READ

Deploy Fine-Tuned Model publishes a trained model so it can be used in automations, completing the model-customization lifecycle that begins with Schedule Fine-Tuning Job.

Overview

Deploy Fine-Tuned Model is the second half of the model-customization lifecycle in the Unify AI toolkit. After a fine-tuning job has produced a trained model, this operation makes it available for use. It does not accept training settings and does not run training — it acts only on a model that has already been prepared and trained.

Use it after each successful training run to update the live model. Together with Schedule Fine-Tuning Job, it supports a repeatable retraining-and-deployment cycle: schedule retraining as your data grows, then deploy each result to keep the live model current.

Screenshot 2026-08-27 at 17.33.53 1.png
Screenshot 2026-08-27 at 17.33.53 1.png

Input

Field

Type

Required

Description

Model

string

Yes

The fine-tuned model to publish. Must be the output of a completed fine-tuning job.

Output

Returns confirmation that the model has been deployed and is available for use in automations. Automations that reference this model will use the newly deployed version.

Notes

  • Deploy Fine-Tuned Model does not run or configure training — it only publishes a model that is already trained.

  • The model must be the output of a completed fine-tuning job before it can be deployed.

  • Use Schedule Fine-Tuning Job to set up the training step that precedes this operation.

  • Completing a fine-tuning run does not automatically publish the result — this operation must be called explicitly after each training cycle.

  • Test automations that depend on the model after each deploy to confirm behavior with the new version.

FAQs

Do I need to run this every time a fine-tuning job completes?

Yes, if you want the latest trained model to be available. The training and deploy steps are separate — completing a training run does not automatically publish the result. Call Deploy Fine-Tuned Model explicitly after each cycle.

Does deploying a new version affect existing automations?

Automations that reference the model will use the newly deployed version after the operation completes. Test dependent automations after each deployment to confirm expected behavior.

Can I deploy a model that has not been fine-tuned?

No. This operation publishes fine-tuned models specifically. It acts on a model that has been prepared and trained through a completed fine-tuning job.