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GLM 5.2 vs o3 Mini

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 5.2 and o3 Mini.

Zhipu AI

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,...

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OpenAI

o3 Mini

OpenAI o3-mini is a cost-efficient language model optimized for STEM reasoning tasks, particularly excelling in science, mathematics, and coding. This model supports the `reasoning_effort` parameter, which can be set to...

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Technical Specifications

SpecificationGLM 5.2o3 Mini
ProviderZhipu AIOpenAI
Context Window1,048,576 tokens200,000 tokens
Agent SuitabilityN/A91/100
Time to First Token (TTFT)N/A800 ms
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-06-162025-01-31

API Pricing Comparison

Input Price per Million Tokens

GLM 5.2

$0.93

o3 Mini

$1.10

Output Price per Million Tokens

GLM 5.2

$3.00

o3 Mini

$4.40

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
8950.0%vs8790.0%
GLM 5.2
o3 Mini
HumanEvalPython coding & logic synthesis
9120.0%vs9020.0%
GLM 5.2
o3 Mini
MATHComplex mathematical problem solving
8050.0%vs9020.0%
GLM 5.2
o3 Mini
GPQAGraduate-level expert reasoning
5350.0%vs6850.0%
GLM 5.2
o3 Mini
HellaSwagCommonsense reasoning and inference
8980.0%vs8900.0%
GLM 5.2
o3 Mini
MT-BenchMulti-turn conversation flow quality
930.0%vs910.0%
GLM 5.2
o3 Mini

GLM 5.2 Quirks & Gotchas

No developer gotchas reported.

o3 Mini Quirks & Gotchas

  • โ–ธBest cost/performance ratio for reasoning tasks in the OpenAI lineup
  • โ–ธStill slower than GPT-5 for simple tool calls โ€” route accordingly