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GPT 6 Astra Pro vs GLM 5.3

At a glance

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

1.1M ctx$10.00/$50.00 per M

Z.ai's large-scale reasoning flagship for complex software engineering and long-horizon agent tasks.

1.0M ctx$1.40/$4.40 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
Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:OpenRouter
Cheaper89%
Specs
1.1M
Context
128K
Max output
Sep 2026
Released
1.0M
Context
256K
Max output
Aug 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
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
Live pricing, shown before you run
Input86%$1.40/M tokens
Output91%$4.40/M tokens
Cache read74%$0.26/M tokens
Chat with GPT 6 Astra ProGo to model
Chat with GLM 5.3Go to model
Frequently Asked Questions: GPT 6 Astra Pro vs GLM 5.3▼

Which is better, GPT 6 Astra Pro or GLM 5.3?

▼

Both GPT 6 Astra Pro and GLM 5.3 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 Astra Pro or GLM 5.3?

▼

GLM 5.3 has a lower blended cost. GPT 6 Astra Pro: $10.00 input / $50.00 output. GLM 5.3: $1.40 input / $4.40 output.

Which has a larger context window, GPT 6 Astra Pro or GLM 5.3?

▼

GPT 6 Astra Pro has a larger context window: GPT 6 Astra Pro supports 1.1M tokens vs GLM 5.3 at 1M tokens.

Do both GPT 6 Astra Pro and GLM 5.3 support vision?

▼

GPT 6 Astra Pro supports vision/image input, but GLM 5.3 does not.

What are the key differences between GPT 6 Astra Pro and GLM 5.3?

▼

Key differences: GLM 5.3 is significantly cheaper; only GPT 6 Astra Pro supports vision input. 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 Astra Pro and GLM 5.3 for free on idapt.app to see which performs better for your specific needs.

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