VoyageAI by MongoDB / Embeddings

voyage-4-large

voyage-4-large (voyageai/voyage-4-large) is a text embedding model from VoyageAI by MongoDB on the OceanToken API at $0.12 per 1M input tokens, with a 32K-token context window.

voyage-4-large is a state-of-the-art general-purpose and multilingual embedding optimized for retrieval quality.

Create an account or sign in to OceanToken.

Context window

32K tokens

Input

text

Output

embeddings

  • Semantic search
  • Retrieval for RAG
  • Clustering and classification

Model ID voyageai/voyage-4-large

Base URL https://api.oceantoken.ai/v1

One account. Your next idea.

Input
$0.12 / 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 ↗

voyage-4-large is a state-of-the-art general-purpose and multilingual embedding optimized for retrieval quality.

voyage-4-large costs $0.12 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.

voyage-4-large has a context window of 32K tokens (32,000 tokens).

voyage-4-large takes text as input and produces embeddings.

Send requests to https://api.oceantoken.ai/v1/embeddings with the model ID voyageai/voyage-4-large 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.