GLM-5.3 vs GPT-5.1 Codex

Side-by-side benchmark comparison across coding, math, reasoning, speed, and pricing.

GLM-5.3 by Zhipu AI wins on 5 of 7 benchmarks against GPT-5.1 Codex by OpenAI, which leads on 2. This head-to-head comparison covers coding, math, reasoning, speed, and pricing metrics from our benchmark data.

Category-by-Category Breakdown

Coding: In coding, GLM-5.3 scores 1335 on Design Arena ELO compared to GPT-5.1 Codex's 1197, while GLM-5.3 scores 1318 on Website Arena ELO compared to GPT-5.1 Codex's 1174.

Reasoning: In reasoning, GLM-5.3 scores 86.0% on GPQA Diamond compared to GPT-5.1 Codex's 65.0%.

Context: In context, GLM-5.3 scores 1.3M on Context Length compared to GPT-5.1 Codex's 400K.

Pricing Comparison

GLM-5.3 costs $1.4/1M input tokens and $4.4/1M output tokens, while GPT-5.1 Codex costs $1.3/1M input and $10.0/1M output. GPT-5.1 Codex is the more affordable option for API usage.

Verdict

GPT-5.1 Codex leads across the board in affordability, making it the stronger overall choice in this comparison.

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GLM-5.3 vs GPT-5.1 Codex — FAQ

Which is better, GLM-5.3 or GPT-5.1 Codex?

GLM-5.3 wins on more benchmarks overall (5 vs 2). However, the best choice depends on your specific needs — each model excels in different areas.

How does GLM-5.3 compare to GPT-5.1 Codex for coding?

SWE-bench Verified data is not available for both models. Check the detailed comparison charts above for other coding-related metrics.

Is GLM-5.3 cheaper than GPT-5.1 Codex?

Yes, GPT-5.1 Codex is cheaper. GLM-5.3 costs $1.4/1M input and $4.4/1M output tokens. GPT-5.1 Codex costs $1.3/1M input and $10.0/1M output tokens.

Which is faster, GLM-5.3 or GPT-5.1 Codex?

Output speed data is not available for both models. Check the speed section of the comparison above for available performance data.

What benchmarks does the GLM-5.3 vs GPT-5.1 Codex comparison cover?

This comparison covers 7 benchmarks including GPQA Diamond, Input Cost, Output Cost, Context Length, Cached Input Cost, Design Arena ELO, Website Arena ELO. Metrics span general intelligence, coding, math, reasoning, speed, and cost categories.