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Nova Pro vs GLM 5.2

At a glance

Amazon's previous flagship Nova model with multimodal capabilities.

300K ctx$0.80/$3.20 per M

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

831.0M ctx$0.78/$2.44 per M#16/92
Agent Demos
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AI Output
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Benchmarks
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Reasoning
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Capability
CapabilityECI83.4
Reasoning & Knowledge
Graduate Science91.9%Factual Recall38.1%
Math
Competition Math86.4%
Coding
Real-World Coding78.7%
Specs
300K
Context
5K
Max output
Dec 2024
Released
1.0M
Context
131K
Max output
Jun 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input$0.80/M tokens
Output$3.20/M tokens
Live pricing, shown before you run
Input3%$0.78/M tokens
Output24%$2.44/M tokens
Cache read$0.14/M tokens
Chat with Nova ProGo to model
Chat with GLM 5.2Go to model
Frequently Asked Questions: Nova Pro vs GLM 5.2▼

Which is better, Nova Pro or GLM 5.2?

▼

Both Nova Pro and GLM 5.2 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, Nova Pro or GLM 5.2?

▼

GLM 5.2 has a lower blended cost. Nova Pro: $0.80 input / $3.20 output. GLM 5.2: $0.78 input / $2.44 output.

Which has a larger context window, Nova Pro or GLM 5.2?

▼

GLM 5.2 has a larger context window: Nova Pro supports 300K tokens vs GLM 5.2 at 1M tokens.

Do both Nova Pro and GLM 5.2 support vision?

▼

Nova Pro supports vision/image input, but GLM 5.2 does not.

What are the key differences between Nova Pro and GLM 5.2?

▼

Key differences: only Nova Pro 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 Nova Pro and GLM 5.2 for free on idapt.app to see which performs better for your specific needs.

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