Claude Opus 4.1 vs GPT-6 Astra Pro: price, context and capabilities

Choose GPT-6 Astra Pro for very long inputs and the latest release; on the other points the two are level or the data is missing.

In short

  • Claude Opus 4.1 has been retired; GPT-6 Astra Pro is the one you can still call.
  • A price comparison is not possible: one of them has no comparable published price.
  • GPT-6 Astra Pro reads more per request: 1.05M tokens against 200k.
  • GPT-6 Astra Pro is the newer model (Sep 4, 2026, against August 2025).
  • Only Claude Opus 4.1 offers batch api.

Open in the full comparison table

Which should you choose?

Each answer below comes straight from the published prices, specifications and independent benchmark results.

Very long inputs

Choose GPT-6 Astra Pro

GPT-6 Astra Pro reads up to 1.05M tokens per request, against 200k for Claude Opus 4.1.

Latest release

Choose GPT-6 Astra Pro

GPT-6 Astra Pro is the newer release (Sep 4, 2026, against August 2025 for Claude Opus 4.1).

Specifications side by side

Claude Opus 4.1GPT-6 Astra Pro
ProviderAnthropicOpenAI
CategoryLanguage modelsLanguage models
StatusRetiredGenerally available
Headline price$30.00 / 1M tokens$20.00 / 1M tokens
Input$15.00 / 1M tokens$10.00 / 1M tokens
Output$75.00 / 1M tokens$50.00 / 1M tokens
Cached input$1.50 / 1M tokens$1.00 / 1M tokens
Context window200k1.05M
Max outputNo data128k
ReleasedAugust 2025Sep 4, 2026
Knowledge cutoffNo dataNo data
LicenceProprietaryProprietary
CapabilitiesVision, Reasoning, Tool calling, Structured output, Prompt caching, Batch APIVision, Reasoning, Tool calling, Structured output, Prompt caching
API model idclaude-opus-4-1-20250805gpt-6-astra-pro

Frequently asked questions

Should I choose Claude Opus 4.1 or GPT-6 Astra Pro?

Choose GPT-6 Astra Pro for very long inputs and the latest release; on the other points the two are level or the data is missing.

Which is cheaper, Claude Opus 4.1 or GPT-6 Astra Pro?

A price comparison is not possible: one of them has no comparable published price.

Which has the larger context window, Claude Opus 4.1 or GPT-6 Astra Pro?

GPT-6 Astra Pro reads more per request: 1.05M tokens against 200k.

What is the difference between Claude Opus 4.1 and GPT-6 Astra Pro?

Claude Opus 4.1 is made by Anthropic and GPT-6 Astra Pro by OpenAI. Claude Opus 4.1 has been retired; GPT-6 Astra Pro is the one you can still call. A price comparison is not possible: one of them has no comparable published price. GPT-6 Astra Pro reads more per request: 1.05M tokens against 200k. GPT-6 Astra Pro is the newer model (Sep 4, 2026, against August 2025). Only Claude Opus 4.1 offers batch api.

Which is newer, Claude Opus 4.1 or GPT-6 Astra Pro?

GPT-6 Astra Pro was released on Sep 4, 2026 and Claude Opus 4.1 on August 2025.