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Gemini API embedding-2-preview model retirement

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Google retired model embedding-2-preview on August 10, 2026. Calls to model embedding-2-preview fail since that date. The retirement affects all requests targeting this specific model on generativelanguage.googleapis.com.


The error you get

What Gemini API answers a call to embedding-2-preview once the model is gone, as recorded from real responses:

Once it is closed to new API keys: HTTP 404
{"error":{"code":404,"message":"This model models/embedding-2-preview is no longer available to new users. Please update your code to use a newer model for the latest features and improvements.","status":"NOT_FOUND"}}
Once it is shut down: HTTP 404
{"error":{"code":404,"message":"models/embedding-2-preview is not found for API version v1beta, or is not supported for generateContent. Call ModelService.ListModels to see the list of available models and their supported methods.","status":"NOT_FOUND"}}

What to use instead of embedding-2-preview

Migrate to gemini-embedding-2, which is recommended by Google. Moving takes more than changing an identifier, as embeddings from another model are not comparable and stored vectors must all be computed again with the new model.

Embeddings from another model are not comparable with this one's: vectors the code stores must all be computed again with the new model.


Facts

API
Gemini API generativelanguage.googleapis.com
Model
embedding-2-preview
Kind
Model retirement
Takes effect
August 10, 2026
Calls after that day
Fail
Source
Deprecations page
Last updated
Verified
, against Gemini API's own pages

Questions

When does embedding-2-preview shut down?

Calls to the model embedding-2-preview on Gemini API stopped working on August 10, 2026.

What happens to calls after August 10, 2026?

They have failed since August 10, 2026.

What error does embedding-2-preview return once it is shut down?

Gemini API answers HTTP 404: "This model models/embedding-2-preview is no longer available to new users. Please update your code to use a newer model for the latest features and improvements.". Send another model to fix it.

How do I find the calls this hits in my code?

Okapi reads your repository, finds the calls this change hits and opens a pull request with the fix. It never commits to your branches: every change comes as a pull request you review.


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