Google: Gemini Embedding 2 Preview
Embeddinggoogle/gemini-embedding-2-previewGemini Embedding 2 Preview is Google's multimodal embedding model, released on 2026-03-10. It converts text, images, audio, and video into numerical vectors whose geometry captures the semantic meaning and context of the source data, producing representations that machine learning pipelines and large models can consume directly. That makes it a foundation for retrieval-augmented generation, semantic search, clustering, classification, deduplication, and similarity ranking, with one model covering all four input modalities. Each request accepts up to 8K input tokens. Accessible via the Gemini protocol through Ofox.
Context Window
8K
Max Output Tokens
8K
Released
2026-03-10
Capabilities
VisionAudio InputVideo Input
Available Providers
Vertex
Supported Protocols
gemini
Providers
Vertex
Input Tokens
$0.2/M
Output Tokens
$0/M
Image Input
$0.45/M
Audio Input
$6.5/M
Video Input
$12/M
Protocols
gemini
Code Examples
from google import genaiclient = genai.Client(api_key="YOUR_OFOX_API_KEY",http_options={"api_version": "v1beta", "base_url": "https://api.ofox.io/gemini"},)response = client.models.embed_content(model="google/gemini-embedding-2-preview",contents="Hello, world!",)print(response.embeddings[0].values[:5])
Related Models
Frequently Asked Questions
Google: Gemini Embedding 2 Preview on Ofox.ai costs $0.2/M per million input tokens and $0 per million output tokens. Pay-as-you-go, no monthly fees.
Google: Gemini Embedding 2 Preview supports a context window of 8K tokens with max output of 8K tokens, allowing you to process large documents and maintain long conversations.
Simply set your base URL to https://api.ofox.io/v1 and use your Ofox API key. The API is OpenAI-compatible — just change the base URL and API key in your existing code.
Google: Gemini Embedding 2 Preview supports the following capabilities: Vision, Audio Input, Video Input. Access all features through the Ofox.ai unified API.