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Model comparison

GPT-5.4 Pro vs GLM-5

Short answer

GPT-5.4 Pro scores higher on 2 of the 2 benchmarks both models report; GLM-5 is cheaper on input tokens ($1 vs $30 per 1M, 30×); GPT-5.4 Pro has the larger context window (1.05M vs 200K); GLM-5 ships open weights while GPT-5.4 Pro is API-only.

Specs and pricing side by side

SpecGPT-5.4 ProGLM-5
MakerOpenAIZ.ai (Zhipu / GLM)
Released2026-03-052026-02-11
Context window1.05M200K
Max output128K128Ksame
Input price$30.00$1.00 / 1M tokens
Output price$180.00$3.20 / 1M tokens
Parametersnot published744B total / 40B active (MoE)
LicenseProprietaryMIT
WeightsAPI onlyOpen weights
ModalitiesText, VisionText
Knowledge cutoffAugust 31, 2025not published

Benchmarks both models report

BenchmarkGPT-5.4 ProGLM-5
GPQA Diamond94.4%86%
BrowseComp89.3%62%

Scores are as published by each maker or its cited source; harness, reasoning effort and date can differ between rows, so treat small gaps as ties. Sources are listed on each model page.

Which one should you pick?

Pick GPT-5.4 Pro if…

  • You care about GPQA Diamond, BrowseComp (it scores higher on 2 shared benchmarks).
  • You need the longer context (1.05M vs 200K).
  • You need Vision input, which GLM-5 lacks.
  • Your use case is: long-horizon professional deliverables: financial models, slide decks, and legal analysis.

Pick GLM-5 if…

  • Cost matters: input tokens cost 30× less ($1 vs $30 per 1M).
  • You want to self-host or fine-tune (open weights, MIT).
  • Your use case is: autonomous coding agents that plan, edit across many files, run tests and iterate on fixes.

FAQ

Which is better, GPT-5.4 Pro or GLM-5?

GPT-5.4 Pro scores higher on 2 of the 2 benchmarks both models report; GLM-5 is cheaper on input tokens ($1 vs $30 per 1M, 30×); GPT-5.4 Pro has the larger context window (1.05M vs 200K); GLM-5 ships open weights while GPT-5.4 Pro is API-only. The better pick depends on whether you value benchmark scores, price per token, context length or openness for your workload.

How much cheaper is GLM-5?

GPT-5.4 Pro: $30.00 input, $180.00 output. GLM-5: $1.00 / 1M tokens input, $3.20 / 1M tokens output (list API prices as published by each maker).

What are the context windows of GPT-5.4 Pro and GLM-5?

GPT-5.4 Pro offers 1.05M with up to 128K output; GLM-5 offers 200K with up to 128K output.

Is GPT-5.4 Pro newer than GLM-5?

GPT-5.4 Pro was released 2026-03-05; GLM-5 was released 2026-02-11.

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