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gpt-5.4-image-2 Cost Calculator - OpenRouter

Calculate the cost of using gpt-5.4-image-2 from OpenRouter for your AI applications

Pricing data last updated:

gpt-5.4-image-2 Cost Calculator

Mode: Chat

Max: 272,000 tokens

Max: 128,000 tokens

Cost Breakdown

Input Cost$0.008000
Output Cost$0.015000
Total Cost$0.023000

Pricing Details

Input: $0.00000800 per token
Output: $0.00001500 per token
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Model Specifications

Capabilities

Vision
Reasoning

Limits

Max Input Tokens272,000
Max Output Tokens128,000
Max Tokens128,000

About gpt-5.4-image-2

gpt-5.4-image-2 is a chat model from OpenRouter, one of 355 chat models they offer. It is priced at $8.00 per 1M input tokens and $15.00 per 1M output tokens, ranking 2551 out of 2661 chat models by cost and cheaper than 4% of models in this category. gpt-5.4-image-2 supports vision, reasoning, prompt caching, structured output — one of only 10 chat models with this combination. Its 272K-token context window is in the top 20% among chat models.

Pricing Information

Input Cost$8.00 per 1M tokens
Output Cost$15.00 per 1M tokens

Note: Use the interactive calculator above to estimate costs for your specific usage patterns.

Technical Specifications

Maximum Input Tokens272,000
Maximum Output Tokens128,000
Maximum Total Tokens128,000

Pro Tip

Use the maximum token limits shown above to understand the model's capacity. This model can handle up to 272,000 input tokens. The maximum output length is 128,000 tokens.

Model Capabilities

Vision - Process and understand images
Advanced Reasoning - Complex problem-solving capabilities
Prompt Caching - Optimize repeated prompts
Response Schema - Structured output formatting

How gpt-5.4-image-2 Pricing Compares

At $8.00 per 1M input tokens and $15.00 per 1M output tokens, gpt-5.4-image-2 ranks 2551 out of 2661 chat models by input cost. It is more expensive compared to the median of $0.50 for chat models, and is cheaper than 4% of models in this category.

gpt-5.4-image-2 is one of 355 OpenRouter chat models, one of only 10 chat models combining prompt caching, reasoning, structured output, vision. its 272K-token context window places it in the top 20% of chat models.

ModelProviderInput / 1M tokensOutput / 1M tokensvs gpt-5.4-image-2
anthropic.claude-opus-4-1-20250805-v1:0AWS Bedrock$15.00$75.00+88%
anthropic.claude-opus-4-20250514-v1:0AWS Bedrock$15.00$75.00+88%
anthropic.claude-opus-4-5-20251101-v1:0AWS Bedrock$5.00$25.00-37%

Alternatives to gpt-5.4-image-2

Similar chat models from other providers

AWS Bedrock
anthropic.claude-opus-4-1-20250805-v1:0
$15.00/1M input
+88% vs gpt-5.4-image-2
AWS Bedrock
anthropic.claude-opus-4-20250514-v1:0
$15.00/1M input
+88% vs gpt-5.4-image-2
AWS Bedrock
anthropic.claude-opus-4-5-20251101-v1:0
$5.00/1M input
-37% vs gpt-5.4-image-2
AWS Bedrock
anthropic.claude-opus-4-6-v1
$5.00/1M input
-37% vs gpt-5.4-image-2
AWS Bedrock
global.anthropic.claude-opus-4-6-v1
$5.00/1M input
-37% vs gpt-5.4-image-2

Frequently Asked Questions

Is gpt-5.4-image-2 cheaper than anthropic.claude-opus-4-1-20250805-v1:0?

Yes. gpt-5.4-image-2 costs $8.00 per 1M input tokens compared to anthropic.claude-opus-4-1-20250805-v1:0's $15.00 per 1M input tokens, making it 88% more affordable. Both are chat models and share support for vision, function calling, reasoning, prompt caching, structured output.

How does gpt-5.4-image-2 pricing compare to the average chat model?

gpt-5.4-image-2 input pricing is $8.00 per 1M tokens, which is 1500% above the median of $0.50 for chat models. It ranks 2551 out of 2661 chat models by input cost, making it cheaper than 4% of models in this category. For output, it costs $15.00 per 1M tokens compared to the median of $1.44.

What makes gpt-5.4-image-2 different from other OpenRouter models?

Among OpenRouter's 355 chat models, gpt-5.4-image-2 ranks 326 by input cost. Its combination of prompt caching, reasoning, structured output, vision is shared by only 9 other chat models.

What are the best alternatives to gpt-5.4-image-2?

The most comparable chat models to gpt-5.4-image-2 are: anthropic.claude-opus-4-1-20250805-v1:0 from AWS Bedrock ($15.00/1M input tokens); anthropic.claude-opus-4-20250514-v1:0 from AWS Bedrock ($15.00/1M input tokens); anthropic.claude-opus-4-5-20251101-v1:0 from AWS Bedrock ($5.00/1M input tokens); anthropic.claude-opus-4-6-v1 from AWS Bedrock ($5.00/1M input tokens). These alternatives were selected based on similar capabilities, pricing, and provider diversity. You can compare any of these models in detail using the Bifrost Model Library.

How large is gpt-5.4-image-2's context window?

gpt-5.4-image-2 supports up to 272,000 input tokens, placing it in the top 20% of chat models by context window size (rank 492 of 2482). This makes it suitable for processing long documents, extensive code repositories, or maintaining detailed conversation histories.

How do I check if OpenRouter is down?

You can monitor OpenRouter service health in real time on the Bifrost OpenRouter Status page. It tracks current component status, active incidents, and historical reliability data pulled from the official status page every 60 seconds.

How do I calculate gpt-5.4-image-2 costs?

gpt-5.4-image-2 is priced based on input and output tokens. Use the interactive calculator at the top of this page to estimate costs for your specific workload. Enter your expected input and output tokens volume and the calculator will show the total cost breakdown. For reference, processing 1M input tokens costs $8.00 and generating 1M output tokens costs $15.00.