Commissioned
Models

Managing Models

View, rename, organize, and understand your fine-tuned models.

The models panel

Your dashboard's left panel shows all your fine-tuned models. Each card displays:

  • Display name — editable label (defaults to the base model name)
  • Description — your original use-case description
  • Provider badge — OpenAI, Gemini, or GPU
  • Base model — which LLM was fine-tuned
  • Status badge — current state (Queued, In Progress, Succeeded, Failed)
  • Timestamp — when training completed (for finished models)

Actions

Chat

Click Open in chat on any succeeded model to start a conversation.

Rename

Give your models descriptive names for easy identification. Click the rename action on the model card.

Good naming conventions:

  • Include the purpose: "Support Agent - Help Docs v2"
  • Include the audience: "Blog Writer - Formal Tone"
  • Include a version: "Code Review Bot v3"

Download adapter

For Qwen fine-tunes, download the LoRA adapter as a .zip file. See LoRA Adapters.

Refresh

Click the refresh button to force-check for status updates. The dashboard also polls automatically.

Model limits

PlanRegular modelsPremium models
Free3
Pro155
Enterprise100Custom

Premium models are base models that require a paid plan — currently only Gemini 2.5 Pro.

When you reach your model limit, you'll need to upgrade or wait for existing models to be removed before creating new ones.

Understanding model status

StatusWhat it meansWhat to do
QueuedJob is waiting to startWait — it'll start shortly
Validating filesData is being processedWait — this takes 1–5 minutes
In progressTraining is runningWait — 5–45 min depending on model
SucceededReady to useOpen in chat or call via API
FailedTraining didn't completeCheck your data and try again

Troubleshooting failed models

Not enough data Your files didn't contain enough usable text to train on. Try adding more data or a different file format.

Provider error A transient issue with OpenAI, Google, or the GPU cluster. Create a new job with the same data — it usually works on retry.

Invalid data format The cleaned data didn't pass the provider's validation. Try a different file format (e.g., convert PDF to plain text) or simplify your data structure.

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