--- title: "us.openai.gpt-6-astra - Model Details & Comparison" description: "us.openai.gpt-6-astra from AWS Bedrock: capabilities, context limits, pricing, and side-by-side comparisons with alternative models." url: "https://www.getmaxim.ai/bifrost/model-library/compare/bedrock/us.openai.gpt-6-astra" markdown: "https://www.getmaxim.ai/bifrost/model-library/compare/bedrock/us.openai.gpt-6-astra.md" --- # us.openai.gpt-6-astra - Model Details & Comparison > us.openai.gpt-6-astra from AWS Bedrock: capabilities, context limits, pricing, and side-by-side comparisons with alternative models. ## Important Links - [View MCP Gateway](https://www.getmaxim.ai/bifrost/resources/mcp-gateway.md) - [Features](https://www.getmaxim.ai/bifrost/#features) - [Enterprise](https://www.getmaxim.ai/enterprise) - [Pricing](https://www.getmaxim.ai/pricing) - [Docs](https://docs.getbifrost.ai) - [GitHub](https://github.com/maximhq/bifrost) - [Book a Demo](https://www.getmaxim.ai/book-a-demo) ## About us.openai.gpt-6-astra us.openai.gpt-6-astra is a responses model from AWS Bedrock, one of 2 responses models they offer. It is priced at $11.00 per 1M input tokens and $55.00 per 1M output tokens, ranking 92 out of 115 responses models by cost and cheaper than 20% of models in this category. us.openai.gpt-6-astra supports vision, function calling, reasoning, prompt caching — one of only 3 responses models with this combination. Its 1,050K-token context window is in the top 28% among responses models. ## Specifications - **AWS Bedrock Provider.** - **Responses Mode.** - **1,050,000 Max Input Tokens.** - **128,000 Max Output Tokens.** - **128,000 Max Tokens.** - **$11.00 / 1M tokens Input Price.** - **$55.00 / 1M tokens Output Price.** ## Capabilities us.openai.gpt-6-astra supports: Function Calling, Vision, Reasoning, Prompt Caching, Tool Choice. ## us.openai.gpt-6-astra Pricing Overview At $11.00 per 1M input tokens and $55.00 per 1M output tokens, us.openai.gpt-6-astra ranks 92 out of 115 responses models by input cost. It is more expensive compared to the median of $2.00 for responses models, and is cheaper than 20% of models in this category. us.openai.gpt-6-astra is one of 2 AWS Bedrock responses models, one of only 3 responses models combining function calling, prompt caching, reasoning, vision. its 1,050K-token context window places it in the top 28% of responses models. ## Models to Compare Alternatives to us.openai.gpt-6-astra with comparable capabilities. | Model | Provider | Input $/1M | Output $/1M | | --- | --- | --- | --- | | o3-deep-research | Azure | $10.00 | $40.00 | | gpt-daybreak-red-latest | OpenAI | $12.50 | $75.00 | | o3-deep-research | OpenAI | $10.00 | $40.00 | | o3-deep-research-2025-06-26 | OpenAI | $10.00 | $40.00 | | openai.gpt-5.6-cyber | Bedrock Mantle | $13.75 | $82.50 | - [Compare o3-deep-research](https://www.getmaxim.ai/bifrost/model-library/compare/azure/o3-deep-research.md) - [Compare gpt-daybreak-red-latest](https://www.getmaxim.ai/bifrost/model-library/compare/openai/gpt-daybreak-red-latest.md) - [Compare o3-deep-research](https://www.getmaxim.ai/bifrost/model-library/compare/openai/o3-deep-research.md) - [Compare o3-deep-research-2025-06-26](https://www.getmaxim.ai/bifrost/model-library/compare/openai/o3-deep-research-2025-06-26.md) - [Compare openai.gpt-5.6-cyber](https://www.getmaxim.ai/bifrost/model-library/compare/bedrock_mantle/openai.gpt-5.6-cyber.md) ## Related Resources - [Calculate us.openai.gpt-6-astra costs](https://www.getmaxim.ai/bifrost/llm-cost-calculator/provider/bedrock/model/us.openai.gpt-6-astra.md) - [All AWS Bedrock pricing](https://www.getmaxim.ai/bifrost/llm-cost-calculator/provider/bedrock.md) ## FAQ ### Is us.openai.gpt-6-astra cheaper than o3-deep-research? No. us.openai.gpt-6-astra costs $11.00 per 1M input tokens while o3-deep-research costs $10.00 per 1M input tokens, making o3-deep-research 9% more affordable for input. However, us.openai.gpt-6-astra may offer different capabilities or performance characteristics that justify the price difference. ### How does us.openai.gpt-6-astra pricing compare to the average responses model? us.openai.gpt-6-astra input pricing is $11.00 per 1M tokens, which is 450% above the median of $2.00 for responses models. It ranks 92 out of 115 responses models by input cost, making it cheaper than 20% of models in this category. For output, it costs $55.00 per 1M tokens compared to the median of $13.20. ### What makes us.openai.gpt-6-astra different from other AWS Bedrock models? Among AWS Bedrock's 2 responses models, us.openai.gpt-6-astra ranks 2 by input cost. Its combination of function calling, prompt caching, reasoning, vision is shared by only 2 other responses models. ### What are the best alternatives to us.openai.gpt-6-astra? The most comparable responses models to us.openai.gpt-6-astra are: o3-deep-research from Azure ($10.00/1M input tokens); gpt-daybreak-red-latest from OpenAI ($12.50/1M input tokens); o3-deep-research from OpenAI ($10.00/1M input tokens); o3-deep-research-2025-06-26 from OpenAI ($10.00/1M 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 us.openai.gpt-6-astra's context window? us.openai.gpt-6-astra supports up to 1,050,000 input tokens, placing it in the top 28% of responses models by context window size (rank 20 of 89). This makes it suitable for processing long documents, extensive code repositories, or maintaining detailed conversation histories. ### How do I calculate us.openai.gpt-6-astra costs? us.openai.gpt-6-astra 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 $11.00 and generating 1M output tokens costs $55.00. ## Related Resources - [AWS Bedrock models](https://www.getmaxim.ai/bifrost/model-library/provider/bedrock.md) - [Model library](https://www.getmaxim.ai/bifrost/model-library.md) - [LLM cost calculator](https://www.getmaxim.ai/bifrost/llm-cost-calculator.md) - [Docs: Bifrost docs](https://docs.getbifrost.ai) - [GitHub: maximhq/bifrost](https://github.com/maximhq/bifrost) - [Pricing: Bifrost pricing](https://www.getmaxim.ai/pricing) - [Enterprise: Bifrost enterprise](https://www.getmaxim.ai/enterprise) - [Book a Demo: Bifrost demo](https://www.getmaxim.ai/book-a-demo) - [Resources: Bifrost resources](https://www.getmaxim.ai/bifrost/resources.md) --- *This is a markdown version of [https://www.getmaxim.ai/bifrost/model-library/compare/bedrock/us.openai.gpt-6-astra](https://www.getmaxim.ai/bifrost/model-library/compare/bedrock/us.openai.gpt-6-astra) for AI/LLM consumption.*