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OpenAI: GPT-5.4 Image 2 (Reasoning)

openai/gpt-5.4-image-2-reasoning

OpenAI: GPT-5.4 Image 2 (Reasoning) is a 272,000-token model served on Composite at $10.0 per million tokens in and $18.8 per million tokens out.

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Specifications

Specifications and pricing as served by Composite
Model IDopenai/gpt-5.4-image-2-reasoning
Providercv11
Context window272,000 tokens
Acceptsimage, text, file
Returnsimage, text
Input price$10.0 per million tokens
Output price$18.8 per million tokens
Prompt cachingSupported — cached input is billed at the provider's cache rate, on credits and plans alike
Image output$0.000038 per image
Web search$0.0125 per result
ThinkingOptional - see "OpenAI: GPT-5.4 Image 2 (Reasoning) (Reasoning)" in the catalog to turn it on by default
ModeratedYes - by the provider
Cost on a monthly planAbout 79 plan credits per typical call (8k in, 1k out)
Routing endpoints1

Measured on Composite

This model has not carried enough traffic on Composite yet to publish a success rate, a latency figure or a traffic rank. The numbers appear here once it has.

Pricing

$10.0 per million tokens input · $18.8 per million tokens output

Credits pay the provider’s price plus 25%; cache hits cost less.

On a monthly plan, a typical call (8k tokens in, 1k out) uses about 79 plan credits, at the provider's own price.

Provider

cv11

Roleplay fit

This is an OpenAI model, a dependable baseline with broad instruction-following and consistent formatting across long conversations.

Context behavior

With a 272,000-token context window, it can hold a long-running roleplay or a full lorebook in memory without losing earlier plot details, so it suits multi-session campaigns and character cards with heavy backstory.

Cost for regular use

It is priced for quality-sensitive scenes, where writing quality and instruction-following matter more than minimizing per-message cost.

From the provider

[GPT-5.4](https://openrouter.ai/openai/gpt-5.4) Image 2 combines OpenAI's GPT-5.4 model with state-of-the-art image generation capabilities from GPT Image 2. It enables rich multimodal workflows, allowing users to seamlessly move between reasoning, coding, and...

Supplied by cv11, not written by Composite.