OpenAI / Text & vision

GPT-5.4

GPT-5.4 (openai/gpt-5.4) is a multimodal language model from OpenAI on the OceanToken API at $2.50 per 1M input tokens and $15.00 per 1M output tokens, with a 1.05M-token context window and reasoning, tool calling, structured outputs, image input.

GPT-5.4 is OpenAI’s latest frontier model, unifying the Codex and GPT lines into a single system.

Create an account or sign in to OceanToken.

Context window

1.05M tokens

Input

text + image + file

Output

text

  • Multi-step reasoning
  • Tool-using agents
  • Structured outputs (JSON)
  • Image understanding

Model ID openai/gpt-5.4

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

One account. Your next idea.

Input
$2.50 / 1M tokens
Output
$15.00 / 1M tokens
Cached input
$0.25 / 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 ↗

GPT-5.4 is OpenAI’s latest frontier model, unifying the Codex and GPT lines into a single system.

GPT-5.4 costs $2.50 per 1M input tokens and $15.00 per 1M output tokens. Cached input costs $0.25 per 1M tokens. These are official prices as of October 18, 2026, charged per use to your prepaid balance. The console always shows the current price.

GPT-5.4 has a context window of 1.05M tokens (1,050,000 tokens).

GPT-5.4 supports tool calling, structured outputs, image input (vision) and reasoning. It takes text, image and file input and returns text.

Send requests to https://api.oceantoken.ai/v1/chat/completions with the model ID openai/gpt-5.4 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 Responses API and the Anthropic Messages API (/v1/messages) work too. 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.