Gemini Embedding 2
Gemini Embedding 2 (google/gemini-embedding-2) is a text embedding model from Google on the OceanToken API at $0.20 per 1M input tokens, with a 8K-token context window and image input.
Gemini Embedding 2 is Google's first multimodal embedding model. We currently support mapping text and images into a unified vector space for semantic search and retrieval-augmented generation (RAG).
Create an account or sign in to OceanToken.Context window
8K tokens
Input
text + image + file + audio + video
Output
embeddings
BUILD WITH IT
- Semantic search
- Retrieval for RAG
- Clustering and classification
Model ID google/gemini-embedding-2
Base URL https://api.oceantoken.ai/v1
MAKE IT YOURS
One account. Your next idea.
- Input
- $0.20 / 1M tokens
Official price as of October 18, 2026. The console always shows the current price.
Open OceanToken ↗Specs, request sample and alternatives in the docs ↗Frequently asked questions
Gemini Embedding 2 is Google's first multimodal embedding model. We currently support mapping text and images into a unified vector space for semantic search and retrieval-augmented generation (RAG).
Gemini Embedding 2 costs $0.20 per 1M input tokens. This is the official price as of October 18, 2026, charged per use to your prepaid balance. The console always shows the current price.
Gemini Embedding 2 has a context window of 8K tokens (8,192 tokens).
Gemini Embedding 2 takes text, image, file, audio and video as input and produces embeddings.
Send requests to https://api.oceantoken.ai/v1/embeddings with the model ID google/gemini-embedding-2 and your OceanToken API key. The API is OpenAI-compatible, so an OpenAI SDK needs only the base URL https://api.oceantoken.ai/v1 and your key. The same OceanToken API key works for every model your account can use. Full reference: docs.oceantoken.ai.
OceanToken is prepaid. Open Credits in the console, choose an amount and pay by card on Stripe's hosted checkout page (Link works too; Alipay and WeChat Pay are not available). Each top-up is between $10 and $100,000, and your balance updates a few seconds after payment. Have a trial code? Redeem it on the same page.
Purchased credits are valid for 12 months from the date of purchase. Credits from trial codes, promotions or gifts may have a shorter validity. All purchases are final and non-refundable, except where the law requires a refund. Section 6 of the Terms of Service has the details.
Not if the request never ran: a request refused for an insufficient balance or by a safety check, or one whose provider fails before returning any output, is not charged. A video job that fails releases the amount it held. If a request breaks off after the model has started producing output, for example a stream cut off part-way, you pay for the tokens that were processed and generated for it.
There are two ways to buy. Pay-as-you-go is self-serve: sign up, add prepaid credits and use every model in the catalog at its official price. Enterprise customers get agreement pricing based on expected usage: email support@oceantoken.ai.