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GPT 5.6 Terra vs GLM 5.3

At a glance

OpenAI's balanced GPT-5.6 tier — GPT-5.5-class quality for everyday work at half the price.

1.1M ctx$2.00/$12.00 per M

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

1.0M ctx$0.22/$3.39 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
Sources:Epoch AI·Provider·OpenRouter· as of 2026-10-02
Reasoning & Knowledge
Graduate Science2%92.9%Factual Recall5%43.2%
Math
Competition Math9%99.7%
Agentic
Terminal Tasks87.4%Novel Reasoning83.9%
Reasoning
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch AI·OpenRouter· as of 2026-10-02
Cheaper77%
Reasoning & Knowledge
Graduate Science90.9%Factual Recall41.0%
Math
Competition Math91.1%
Agentic
Terminal Tasks—Novel Reasoning—
Specs
1.1M
Context
128K
Max output
Jul 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$2.00/M tokens
Output$12.00/M tokens
Cache read$0.20/M tokens
Cache write$2.50/M tokens
Web search$0.01/search
Live pricing, shown before you run
Input89%$0.22/M tokens
Output72%$3.39/M tokens
Cache read11%$0.18/M tokens
Chat with GPT 5.6 TerraGo to model
Chat with GLM 5.3Go to model
Frequently Asked Questions: GPT 5.6 Terra vs GLM 5.3▼

Which is better, GPT 5.6 Terra or GLM 5.3?

▼

Both GPT 5.6 Terra 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 5.6 Terra or GLM 5.3?

▼

GLM 5.3 has a lower blended cost. GPT 5.6 Terra: $2.00 input / $12.00 output. GLM 5.3: $0.22 input / $3.39 output.

Which has a larger context window, GPT 5.6 Terra or GLM 5.3?

▼

GPT 5.6 Terra has a larger context window: GPT 5.6 Terra supports 1.1M tokens vs GLM 5.3 at 1M tokens.

Do both GPT 5.6 Terra and GLM 5.3 support vision?

▼

GPT 5.6 Terra supports vision/image input, but GLM 5.3 does not.

What are the key differences between GPT 5.6 Terra and GLM 5.3?

▼

Key differences: GLM 5.3 is significantly cheaper; only GPT 5.6 Terra 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 5.6 Terra and GLM 5.3 for free on idapt.app to see which performs better for your specific needs.

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