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GPT-5.4 pricing and routing profile

GPT-5.4 from OpenAI lists at $2.50 per million input tokens and $15.00 per million output tokens, with a 1,050,000-token context window. Prices from OpenRouter's catalogue on 2026-09-28.

Input, per 1M tokens$2.50
Output, per 1M tokens$15.00
Cached input, per 1M$0.25
Context window1.05M
Confidence signalNot exposed

Tool callingStructured outputReasoning control

Cost per 1,000 requests

Request shapeList cost
Classification or routing (600 tokens in, 10 out)$1.65
Chat reply (2,000 in, 400 out)$11.00
Retrieval-augmented answer (8,000 in, 500 out)$27.50

Before prompt caching. Try your own shape in the cost calculator.

Can Gimbix route to it first?

Not as a first-answer model through OpenRouter: no host returns token log probabilities for GPT-5.4. It can still be the model Gimbix falls back to when a cheaper model is unsure.

Who serves GPT-5.4

HostInput / output per 1MLog probabilitiesUptime, last 30 min
OpenAI$1.25 / $7.50no100.0%
Azure$2.50 / $15.00no100.0%
OpenAI$2.50 / $15.00no100.0%
Azure$2.75 / $16.50no—
Azure$2.75 / $16.50no—
Amazon Bedrock$2.75 / $16.50no—
OpenAI$5.00 / $30.00no—

A host that lists log probabilities may still omit them; Gimbix checks each one before relying on it.

Cheaper models that can answer first

Models priced below GPT-5.4 that expose a confidence signal. Whether they answer your traffic as well is what a Gimbix pilot measures.

ModelInput / output per 1MCheaper on a chat reply
Qwen3.8 Max (0902)$2.00 / $6.0042%
Qwen3.8 2.4T A95B$2.00 / $6.0042%
Grok 4.6$2.00 / $6.0042%
Grok 4.5$2.00 / $6.0042%
Grok 4.7$1.60 / $4.8053%
Qwen3.7 Max$1.48 / $4.4257%

Questions

How much does GPT-5.4 cost?

GPT-5.4 lists at $2.50 per million input tokens and $15.00 per million output tokens on OpenRouter as of 2026-09-28. A typical chat reply of 2,000 input and 400 output tokens costs about $11.00 per 1,000 requests.

What is the context window of GPT-5.4?

1,050,000 tokens.

Can a cheaper model replace GPT-5.4?

Sometimes. Gimbix proves it on your own traffic before routing: the cheaper model must match GPT-5.4 on one half of your requests and make at most three answers worse on the other.