November 12, 2026 · Cloudflare
Workers AI - EmbeddingGemma 2 now available on Workers AI
@cf/google/embeddinggemma-2 is now available on Workers AI. EmbeddingGemma 2 is an open multimodal embedding model from Google DeepMind. It maps text (including code), images, video, and audio into a single 768-dimensional vector space, so you can search a mixed collection of products, documents, and media with one text query.
Key capabilities:
- Multimodal: Embed text, images, video, audio, or any combination of them in one input. Every embedding shares the same vector space.
- Multilingual and code: Understands more than 100 languages and improves code retrieval over the original EmbeddingGemma.
- Flexible dimensions: Set
dimensionsto 128, 256, or 512 to return shorter vectors and reduce storage, with a small cost to quality. - Long context: An 8,192 token context window, shared across all content in an input.
- Task prefixes: Add short instructions such as
task: search result | query: ...to tune embeddings for search, classification, clustering, or similarity.
Send text with input. Send images, video, and audio as base64 data URIs in messages:
const response = await env.AI.run("@cf/google/embeddinggemma-2", {
messages: [
[
{
role: "user",
content: [
{ type: "text", text: "Waterproof running shoes." },
{ type: "image_url", image_url: { url: imageDataUri } },
],
},
],
[
{
role: "user",
content:
"task: search result | query: waterproof shoes for trail running",
},
],
],
});const response = await env.AI.run("@cf/google/embeddinggemma-2", {
messages: [
[
{
role: "user",
content: [
{ type: "text", text: "Waterproof running shoes." },
{ type: "image_url", image_url: { url: imageDataUri } },
],
},
],
[
{
role: "user",
content:
"task: search result | query: waterproof shoes for trail running",
},
],
],
});
Pricing is $0.0017 per million input tokens.
For more information, refer to the EmbeddingGemma 2 model page and pricing.
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