Deprecations / Migrate

Migrate off Gemini Embedding 2 Preview

Retired

Gemini Embedding 2 Preview has been retired and shut down on 10 Aug 2026. Google's official replacement is Gemini Embedding 2. The cheapest comparable model we track is Ministral 3 3B (Mistral) at $0.1 per 1M tokens blended.

Last verified: 19 Aug 2026 · sourced from official provider documentation

What changes

Gemini Embedding 2 Preview → Gemini Embedding 2

SpecGemini Embedding 2 PreviewGemini Embedding 2
StatusRetiredGA
Blended price /1M
Input / output /1M$0.2 / —
Context window8K
Max output
Modalitytext, image, video, audio, pdftext, image, video, audio, pdf
Knowledge cutoff

API string was embedding-2-preview → switch to gemini-embedding-2. See Gemini Embedding 2's full spec sheet →

Cheapest alternatives

Budget-friendly replacements for Gemini Embedding 2 Preview

Generally-available models that match Gemini Embedding 2 Preview's capabilities, ranked by blended price. Every number is computed from official catalog prices.

ModelBlended /1MInput / outputContext
Ministral 3 3B
Mistral
$0.1$0.1 / $0.1
Amazon Nova Lite
Amazon
$0.105$0.06 / $0.24300K
Llama 4 Scout (17B-16E Instruct)
Meta
$0.15$0.1 / $0.310M
FAQ

Migrating off Gemini Embedding 2 Preview

What replaces Gemini Embedding 2 Preview?

Google's recommended migration for Gemini Embedding 2 Preview is Gemini Embedding 2. The cheapest comparable model in our catalog is Ministral 3 3B (Mistral) at $0.1/1M blended.

Is Gemini Embedding 2 Preview still available?

No — Gemini Embedding 2 Preview has been retired (shut down 10 Aug 2026) and is no longer available via Google's API.

What is the cheapest alternative to Gemini Embedding 2 Preview?

Ministral 3 3B (Mistral) is the cheapest generally-available alternative we track that matches Gemini Embedding 2 Preview's capabilities, at $0.1 per 1M input and $0.1 per 1M output tokens ($0.1/1M blended).

Browse the full deprecation watch → or see Gemini Embedding 2 Preview's full spec sheet →