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GPT 6 Luna Pro vs GPT 6 Astra

At a glance

OpenAI's GPT-6 Luna served in pro reasoning mode for the hardest problems.

1.1M ctx$0.10/$0.50 per M

OpenAI's new flagship for demanding end-to-end work: advanced analysis, software engineering, deep research, scientific work, and document creation.

1.1M ctx$10.00/$50.00 per M
Demos
All demos

No shared demos for these models yet.

AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:OpenRouter
Cheaper99%
Reasoning & Knowledge
Graduate Science—Factual Recall—
Math
Competition Math—
Agentic
Novel Reasoning—
Reasoning
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch AI·OpenRouter· as of 2026-10-02
Reasoning & Knowledge
Graduate Science95.8%Factual Recall75.6%
Math
Competition Math100.0%
Agentic
Novel Reasoning95.0%
Specs
1.1M
Context
128K
Max output
Sep 2026
Released
1.1M
Context
128K
Max output
Sep 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input99%$0.10/M tokens
Output99%$0.50/M tokens
Cache read99%$0.01/M tokens
Cache write99%$0.13/M tokens
Web search$0.01/search
Live pricing, shown before you run
Input$10.00/M tokens
Output$50.00/M tokens
Cache read$1.00/M tokens
Cache write$12.50/M tokens
Web search$0.01/search
Chat with GPT 6 Luna ProGo to model
Chat with GPT 6 AstraGo to model
Frequently Asked Questions: GPT 6 Luna Pro vs GPT 6 Astra▼

Which is better, GPT 6 Luna Pro or GPT 6 Astra?

▼

Both GPT 6 Luna Pro and GPT 6 Astra are capable AI models. The best choice depends on your specific use case: consider pricing, context window, speed, and which capabilities (vision, reasoning, audio) you need.

Which is cheaper, GPT 6 Luna Pro or GPT 6 Astra?

▼

GPT 6 Luna Pro has a lower blended cost. GPT 6 Luna Pro: $0.10 input / $0.50 output. GPT 6 Astra: $10.00 input / $50.00 output.

Which has a larger context window, GPT 6 Luna Pro or GPT 6 Astra?

▼

GPT 6 Luna Pro has a larger context window: GPT 6 Luna Pro supports 1.1M tokens vs GPT 6 Astra at 1.1M tokens.

Do both GPT 6 Luna Pro and GPT 6 Astra support vision?

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Yes, both GPT 6 Luna Pro and GPT 6 Astra support vision/image input.

What are the key differences between GPT 6 Luna Pro and GPT 6 Astra?

▼

Key differences: GPT 6 Luna Pro is significantly cheaper. Compare full specs on this page.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both GPT 6 Luna Pro and GPT 6 Astra for free on idapt.app to see which performs better for your specific needs.

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