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GLM 5 vs GPT-5.4 Pro

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for GLM 5 and GPT-5.4 Pro.

Zhipu AI

GLM 5

GLM-5 is Z.aiโ€™s flagship open-source foundation model engineered for complex systems design and long-horizon agent workflows. Built for expert developers, it delivers production-grade performance on large-scale programming tasks, rivaling leading...

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OpenAI

GPT-5.4 Pro

GPT-5.4 Pro is OpenAI's most advanced model, building on GPT-5.4's unified architecture with enhanced reasoning capabilities for complex, high-stakes tasks. It features a 1M+ token context window (922K input, 128K...

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Technical Specifications

SpecificationGLM 5GPT-5.4 Pro
ProviderZhipu AIOpenAI
Context Window202,752 tokens1,050,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablebeta
API AvailableYesYes
Released Date2026-02-112026-03-05

API Pricing Comparison

Input Price per Million Tokens

GLM 5

$0.60

GPT-5.4 Pro

$30.00

Output Price per Million Tokens

GLM 5

$1.92

GPT-5.4 Pro

$180.00

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
8650.0%vsN/A
GLM 5
GPT-5.4 Pro
HumanEvalPython coding & logic synthesis
8700.0%vsN/A
GLM 5
GPT-5.4 Pro
MATHComplex mathematical problem solving
7400.0%vsN/A
GLM 5
GPT-5.4 Pro
GPQAGraduate-level expert reasoning
4800.0%vsN/A
GLM 5
GPT-5.4 Pro
HellaSwagCommonsense reasoning and inference
8700.0%vsN/A
GLM 5
GPT-5.4 Pro
MT-BenchMulti-turn conversation flow quality
910.0%vsN/A
GLM 5
GPT-5.4 Pro

GLM 5 Quirks & Gotchas

No developer gotchas reported.

GPT-5.4 Pro Quirks & Gotchas

No developer gotchas reported.