Price Per TokenPrice Per Token
OpenAI
OpenAI
vs
Z-ai

GPT-5.2 Pro vs GLM 4.6V

A detailed comparison of pricing, benchmarks, and capabilities

112 out of our 483 tracked models have had a price change in March.

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Key Takeaways

GPT-5.2 Pro wins:

  • Larger context window
  • Faster response time
  • Higher intelligence benchmark
  • Better at coding
  • Better at math

GLM 4.6V wins:

  • Cheaper input tokens
  • Cheaper output tokens
Price Advantage
GLM 4.6V
Benchmark Advantage
GPT-5.2 Pro
Context Window
GPT-5.2 Pro
Speed
GPT-5.2 Pro

Pricing Comparison

Price Comparison

MetricGPT-5.2 ProGLM 4.6VWinner
Input (per 1M tokens)$10.50$0.30 GLM 4.6V
Output (per 1M tokens)$84.00$0.90 GLM 4.6V
Cache Read (per 1M)N/A$0.05 GLM 4.6V
Using a 3:1 input/output ratio, GLM 4.6V is 98% cheaper overall.

GPT-5.2 Pro Providers

No provider data available

GLM 4.6V Providers

No provider data available

Benchmark Comparison

6
Benchmarks Compared
6
GPT-5.2 Pro Wins
0
GLM 4.6V Wins

Benchmark Scores

BenchmarkGPT-5.2 ProGLM 4.6VWinner
Intelligence Index
Overall intelligence score
51.317.1
Coding Index
Code generation & understanding
48.711.1
Math Index
Mathematical reasoning
99.026.3
MMLU Pro
Academic knowledge
87.475.2
GPQA
Graduate-level science
90.356.6
LiveCodeBench
Competitive programming
88.941.1
GPT-5.2 Pro significantly outperforms in coding benchmarks.

Cost vs Quality

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GPT-5.2 Pro
Other models

Context & Performance

Context Window

GPT-5.2 Pro
400,000
tokens
GLM 4.6V
131,072
tokens
GPT-5.2 Pro has a 67% larger context window.

Speed Performance

MetricGPT-5.2 ProGLM 4.6VWinner
Tokens/second75.3 tok/s22.9 tok/s
Time to First Token74.91s4.51s
GPT-5.2 Pro responds 229% faster on average.

Capabilities

Feature Comparison

FeatureGPT-5.2 ProGLM 4.6V
Vision (Image Input)
Tool/Function Calls
Reasoning Mode
Audio Input
Audio Output
PDF Input
Prompt Caching
Web Search

License & Release

PropertyGPT-5.2 ProGLM 4.6V
LicenseProprietaryOpen Source
AuthorOpenAIZ-ai
ReleasedDec 2025Dec 2025

GPT-5.2 Pro Modalities

Input
imagetextfile
Output
text

GLM 4.6V Modalities

Input
imagetextvideo
Output
text

Related Comparisons

Compare GPT-5.2 Pro with:

Compare GLM 4.6V with:

Frequently Asked Questions

GLM 4.6V has cheaper input pricing at $0.30/M tokens. GLM 4.6V has cheaper output pricing at $0.90/M tokens.
GPT-5.2 Pro scores higher on coding benchmarks with a score of 48.7, compared to GLM 4.6V's score of 11.1.
GPT-5.2 Pro has a 400,000 token context window, while GLM 4.6V has a 131,072 token context window.
GPT-5.2 Pro supports vision. GLM 4.6V supports vision.