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GLM 5.2 vs GPT 4.1 Nano

At a glance
Zhipu AIGLM 5.2

Z.ai's frontier reasoning model for long-context agents and software engineering.

83262K ctx$1.40/$4.40 per M#16/92
OpenAIGPT 4.1 Nano

Fastest and cheapest model in the GPT-4.1 series for low-latency applications.

641.0M ctx$0.10/$0.40 per M#62/92
AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
Zhipu AIGLM 5.2
Reasoning
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Smarter
Capability
CapabilityECI83.4
Reasoning & Knowledge
Graduate Science91.9%Factual Recall38.1%
Math
Math Problems—Competition Math86.4%Research Math—
Coding
Real-World Coding78.7%Code Editing—
OpenAIGPT 4.1 Nano
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Cheaper
Capability
CapabilityECI64.4
Reasoning & Knowledge
Graduate Science48.9%Factual Recall—
Math
Math Problems70.0%Competition Math28.9%Research Math1.0%
Coding
Real-World Coding—Code Editing8.9%
Specs
Zhipu AIGLM 5.2
262K
Context
128K
Max output
Jun 2026
Released
OpenAIGPT 4.1 Nano
1.0M
Context
33K
Max output
Apr 2025
Released
Capabilities
Zhipu AIGLM 5.2
Vision
Audio
Reasoning
OpenAIGPT 4.1 Nano
Vision
Audio
Reasoning
Pricing
Zhipu AIGLM 5.2
Live pricing, shown before you run
Input$1.40/M tokens
Output$4.40/M tokens
Cache read$0.26/M tokens
OpenAIGPT 4.1 Nano
Live pricing, shown before you run
Input$0.10/M tokens
Output$0.40/M tokens
Cache read$0.02/M tokens
Web search$0.01/search
Chat with GLM 5.2Go to model
Chat with GPT 4.1 NanoGo to model
Frequently Asked Questions: GLM 5.2 vs GPT 4.1 Nano▼

Which is better, GLM 5.2 or GPT 4.1 Nano?

▼

Based on the Capability Index, GLM 5.2 scores higher (83.4 vs 64.4). However, "better" depends on your use case — pricing, speed, context window, and specific capability needs all matter.

Which is cheaper, GLM 5.2 or GPT 4.1 Nano?

▼

GPT 4.1 Nano has a lower blended cost. GLM 5.2: $1.40 input / $4.40 output. GPT 4.1 Nano: $0.10 input / $0.40 output.

Which has a larger context window, GLM 5.2 or GPT 4.1 Nano?

▼

GPT 4.1 Nano has a larger context window: GLM 5.2 supports 262K tokens vs GPT 4.1 Nano at 1M tokens.

Do both GLM 5.2 and GPT 4.1 Nano support vision?

▼

GPT 4.1 Nano supports vision/image input, but GLM 5.2 does not.

What are the key differences between GLM 5.2 and GPT 4.1 Nano?

▼

Key differences: GLM 5.2 has a notably higher capability index (19.0 point gap); GPT 4.1 Nano is significantly cheaper; only GPT 4.1 Nano supports vision input; only GLM 5.2 offers extended reasoning mode. 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 GLM 5.2 and GPT 4.1 Nano for free on idapt.app to see which performs better for your specific needs.

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