--- title: "gpt-5.4-image-2 - Model Details & Comparison" description: "gpt-5.4-image-2 from OpenRouter: capabilities, context limits, pricing, and side-by-side comparisons with alternative models." url: "https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/openrouter/gpt-5.4-image-2" markdown: "https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/openrouter/gpt-5.4-image-2.md" --- # gpt-5.4-image-2 - Model Details & Comparison > gpt-5.4-image-2 from OpenRouter: capabilities, context limits, pricing, and side-by-side comparisons with alternative models. ## Important Links - [View MCP Gateway](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/resources/mcp-gateway.md) - [Features](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/#features) - [Enterprise](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/enterprise) - [Pricing](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/pricing.md) - [Docs](https://docs.getbifrost.ai) - [GitHub](https://github.com/maximhq/bifrost) - [Book a Demo](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/book-a-demo) ## About gpt-5.4-image-2 gpt-5.4-image-2 is a chat model from OpenRouter, one of 357 chat models they offer. It is priced at $8.00 per 1M input tokens and $15.00 per 1M output tokens, ranking 2559 out of 2669 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 9 chat models with this combination. Its 272K-token context window is in the top 19% among chat models. ## Specifications - **OpenRouter Provider.** - **Chat Mode.** - **272,000 Max Input Tokens.** - **128,000 Max Output Tokens.** - **128,000 Max Tokens.** - **$8.00 / 1M tokens Input Price.** - **$15.00 / 1M tokens Output Price.** ## Capabilities gpt-5.4-image-2 supports: Vision, Reasoning, Prompt Caching, Response Schema, PDF Input. ## gpt-5.4-image-2 Pricing Overview At $8.00 per 1M input tokens and $15.00 per 1M output tokens, gpt-5.4-image-2 ranks 2559 out of 2669 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 357 OpenRouter chat models, one of only 9 chat models combining prompt caching, reasoning, structured output, vision. its 272K-token context window places it in the top 19% of chat models. ## Models to Compare Alternatives to gpt-5.4-image-2 with comparable capabilities. | Model | Provider | Input $/1M | Output $/1M | | --- | --- | --- | --- | | anthropic.claude-opus-4-1-20250805-v1:0 | AWS Bedrock | $15.00 | $75.00 | | anthropic.claude-opus-4-20250514-v1:0 | AWS Bedrock | $15.00 | $75.00 | | anthropic.claude-opus-4-5-20251101-v1:0 | AWS Bedrock | $5.00 | $25.00 | | anthropic.claude-opus-4-6-v1 | AWS Bedrock | $5.00 | $25.00 | | global.anthropic.claude-opus-4-6-v1 | AWS Bedrock | $5.00 | $25.00 | - [Compare anthropic.claude-opus-4-1-20250805-v1:0](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/anthropic.claude-opus-4-1-20250805-v1-0.md) - [Compare anthropic.claude-opus-4-20250514-v1:0](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/anthropic.claude-opus-4-20250514-v1-0.md) - [Compare anthropic.claude-opus-4-5-20251101-v1:0](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/anthropic.claude-opus-4-5-20251101-v1-0.md) - [Compare anthropic.claude-opus-4-6-v1](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/anthropic.claude-opus-4-6-v1.md) - [Compare global.anthropic.claude-opus-4-6-v1](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/global.anthropic.claude-opus-4-6-v1.md) ## Related Resources - [Calculate gpt-5.4-image-2 costs](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/llm-cost-calculator/provider/openrouter/model/gpt-5.4-image-2.md) - [Check OpenRouter status](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/provider-status/openrouter.md) - [All OpenRouter pricing](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/llm-cost-calculator/provider/openrouter.md) ## FAQ ### 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 2559 out of 2669 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 357 chat models, gpt-5.4-image-2 ranks 328 by input cost. Its combination of prompt caching, reasoning, structured output, vision is shared by only 8 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 19% of chat models by context window size (rank 513 of 2653). 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. ## Related Resources - [OpenRouter models](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/provider/openrouter.md) - [Model library](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library.md) - [LLM cost calculator](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/llm-cost-calculator.md) - [Docs: Bifrost docs](https://docs.getbifrost.ai) - [GitHub: maximhq/bifrost](https://github.com/maximhq/bifrost) - [Pricing: Bifrost pricing](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/pricing.md) - [Enterprise: Bifrost enterprise](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/enterprise) - [Book a Demo: Bifrost demo](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/book-a-demo) - [Resources: Bifrost resources](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/resources.md) --- *This is a markdown version of [https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/openrouter/gpt-5.4-image-2](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/openrouter/gpt-5.4-image-2) for AI/LLM consumption.*