โ† Back to Model Hub/SIDE-BY-SIDE REVIEW
SHARE THIS:

GPT-5.4 Pro vs GLM 5.2

Detailed technical comparison between GPT-5.4 Pro (OpenAI) and GLM 5.2 (Zhipu AI). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

โšก Executive Summary & Verdict

Comparison Snapshot

GPT-5.4 Pro: 5 WinsvsGLM 5.2: 1 Win
Context Leader

GPT-5.4 Pro

1,050,000 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

GLM 5.2

$0.80 / MTok
OpenAIactive

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...

View GPT-5.4 Pro Full Specs โ†’
Zhipu AIactive

GLM 5.2

GLM 5.2 is a large-scale reasoning model from Z.ai. It supports text input and output with a 1M-token context window, and is suited for long-horizon agent workflows, project-level software engineering,...

View GLM 5.2 Full Specs โ†’

Technical Specifications

๐Ÿ† = Superior Spec
SpecificationGPT-5.4 ProGLM 5.2
ProviderOpenAIZhipu AI
Context Window1,050,000 tokens๐Ÿ†1,048,576 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetabeta
API AvailableYesYes
Released Date2026-03-052026-06-16

API Pricing Comparison

Input Price per Million Tokens

GPT-5.4 Pro

$30.00

GLM 5.2

$0.80

Output Price per Million Tokens

GPT-5.4 Pro

$180.00

GLM 5.2

$2.52

๐Ÿ’ก Cost Ratio: GLM 5.2 is 37.5x cheaper per input token than GPT-5.4 Pro.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0โ€“100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
92.0%vs89.5%+2.5% GPT-5.4 Pro
GPT-5.4 Pro ๐Ÿ†
GLM 5.2
HumanEvalPython coding & logic synthesis
93.2%vs91.2%+2.0% GPT-5.4 Pro
GPT-5.4 Pro ๐Ÿ†
GLM 5.2
MATHComplex mathematical problem solving
80.4%vs80.5%+0.1% GLM 5.2
GPT-5.4 Pro
GLM 5.2 ๐Ÿ†
GPQAGraduate-level expert reasoning
58.8%vs53.5%+5.3% GPT-5.4 Pro
GPT-5.4 Pro ๐Ÿ†
GLM 5.2
HellaSwagCommonsense reasoning and inference
91.0%vs89.8%+1.2% GPT-5.4 Pro
GPT-5.4 Pro ๐Ÿ†
GLM 5.2
MT-BenchMulti-turn conversation flow quality
9.4%vs9.3%+0.1% GPT-5.4 Pro
GPT-5.4 Pro ๐Ÿ†
GLM 5.2

GPT-5.4 Pro Quirks & Gotchas

No developer gotchas reported.

GLM 5.2 Quirks & Gotchas

No developer gotchas reported.

Explore Other Popular Comparisons