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I understand that there is no option to select the Whisper model in drop down.
Did you try Dynamic quota?
Whisper model is available via the Azure AI Speech Service as well, see which might work for you.
To increase the quota., you can create a support ticket to request as well.
Note that, you must have the appropriate access to a subscription in order to create a support request for it. This means you must have the Owner, Contributor, or Support Request Contributor role, or a custom role with Microsoft.Support/*, at the subscription level.
Do let me know if that helps or have any other queries.
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