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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 504 chat models they offer. It is priced at $8.00 per 1M input tokens and $15.00 per 1M output tokens, ranking 3600 out of 3781 chat models by cost and cheaper than 5% of models in this category. gpt-5.4-image-2 supports vision, reasoning, prompt caching, structured output — one of only 8 chat models with this combination. Its 272K-token context window is in the top 35% 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 3600 out of 3781 chat models by input cost. It is more expensive compared to the median of $0.60 for chat models, and is cheaper than 5% of models in this category.

gpt-5.4-image-2 is one of 504 OpenRouter chat models, one of only 8 chat models combining prompt caching, reasoning, structured output, vision. its 272K-token context window places it in the top 35% of chat models.

ModelProviderInput / 1M tokensOutput / 1M tokensvs gpt-5.4-image-2
claude-opus-5-5-fastAzure$8.00$40.000%
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%

Alternatives to gpt-5.4-image-2

Similar chat models from other providers

Azure
claude-opus-5-5-fast
$8.00/1M input
0% vs gpt-5.4-image-2
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

Frequently Asked Questions

Is gpt-5.4-image-2 cheaper than claude-opus-5-5-fast?

No. gpt-5.4-image-2 costs $8.00 per 1M input tokens while claude-opus-5-5-fast costs $8.00 per 1M input tokens, making claude-opus-5-5-fast 0% more affordable for input. However, gpt-5.4-image-2 may offer different capabilities or performance characteristics that justify the price difference.

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 1233% above the median of $0.60 for chat models. It ranks 3600 out of 3781 chat models by input cost, making it cheaper than 5% of models in this category. For output, it costs $15.00 per 1M tokens compared to the median of $1.75.

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

Among OpenRouter's 504 chat models, gpt-5.4-image-2 ranks 443 by input cost. Its combination of prompt caching, reasoning, structured output, vision is shared by only 7 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: claude-opus-5-5-fast from Azure ($8.00/1M input tokens); 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). 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 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.