OpenAI / Image generation

GPT-5.4 Image 2

GPT-5.4 Image 2 (openai/gpt-5.4-image-2) is an image generation model from OpenAI on the OceanToken API at $8.00 per 1M input tokens and $30.00 per 1M output tokens, with reasoning, structured outputs.

GPT-5.4 Image 2 combines OpenAI's GPT-5.4 model with state-of-the-art image generation capabilities from GPT Image 2.

Create an account or sign in to OceanToken.

Output

image + text

Input

image + text + file

Price

$8.00 / $30.00 per 1M tokens

  • Image generation
  • Guided by text prompts
  • Works from reference images

Model ID openai/gpt-5.4-image-2

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

One account. Your next idea.

Input
$8.00 / 1M tokens
Image output
$30.00 / 1M image tokens
Cached input
$2.00 / 1M tokens
Web search
$0.01 / search

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 Image 2 combines OpenAI's GPT-5.4 model with state-of-the-art image generation capabilities from GPT Image 2.

GPT-5.4 Image 2 costs $8.00 per 1M input tokens and $30.00 per 1M image output tokens. Cached input costs $2.00 per 1M tokens. Web search costs $0.01 per search. 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 Image 2 takes image, text and file as input and produces images and text.

Send requests to https://api.oceantoken.ai/v1/images/generations with the model ID openai/gpt-5.4-image-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.