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GLM 5.2 vs Qwen3 Next 80B A3B Thinking

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 Qwen3 Next 80B A3B Thinking.

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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Alibaba

Qwen3 Next 80B A3B Thinking

Qwen3-Next-80B-A3B-Thinking is a reasoning-first chat model in the Qwen3-Next line that outputs structured “thinking” traces by default. It’s designed for hard multi-step problems; math proofs, code synthesis/debugging, logic, and agentic...

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Technical Specifications

SpecificationGLM 5.2Qwen3 Next 80B A3B Thinking
ProviderZhipu AIAlibaba
Context Window1,048,576 tokens262,144 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apiself hostable
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-06-162025-09-11

API Pricing Comparison

Input Price per Million Tokens

GLM 5.2

$0.93

Qwen3 Next 80B A3B Thinking

$0.10

Output Price per Million Tokens

GLM 5.2

$3.00

Qwen3 Next 80B A3B Thinking

$0.78

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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%vsN/A
GLM 5.2
Qwen3 Next 80B A3B Thinking
HumanEvalPython coding & logic synthesis
9120.0%vsN/A
GLM 5.2
Qwen3 Next 80B A3B Thinking
MATHComplex mathematical problem solving
8050.0%vsN/A
GLM 5.2
Qwen3 Next 80B A3B Thinking
GPQAGraduate-level expert reasoning
5350.0%vsN/A
GLM 5.2
Qwen3 Next 80B A3B Thinking
HellaSwagCommonsense reasoning and inference
8980.0%vsN/A
GLM 5.2
Qwen3 Next 80B A3B Thinking
MT-BenchMulti-turn conversation flow quality
930.0%vsN/A
GLM 5.2
Qwen3 Next 80B A3B Thinking

GLM 5.2 Quirks & Gotchas

No developer gotchas reported.

Qwen3 Next 80B A3B Thinking Quirks & Gotchas

No developer gotchas reported.