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DeepSeek V3.2 vs GLM 5.1

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 DeepSeek V3.2 and GLM 5.1.

DeepSeek

DeepSeek V3.2

DeepSeek-V3.2 is a large language model designed to harmonize high computational efficiency with strong reasoning and agentic tool-use performance. It introduces DeepSeek Sparse Attention (DSA), a fine-grained sparse attention mechanism...

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Zhipu AI

GLM 5.1

GLM-5.1 delivers a major leap in coding capability, with particularly significant gains in handling long-horizon tasks. Unlike previous models built around minute-level interactions, GLM-5.1 can work independently and continuously on...

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Technical Specifications

SpecificationDeepSeek V3.2GLM 5.1
ProviderDeepSeekZhipu AI
Context Window131,072 tokens202,752 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelself hostablemanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-12-012026-04-07

API Pricing Comparison

Input Price per Million Tokens

DeepSeek V3.2

$0.23

GLM 5.1

$0.97

Output Price per Million Tokens

DeepSeek V3.2

$0.34

GLM 5.1

$3.04

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
N/Avs8800.0%
DeepSeek V3.2
GLM 5.1
HumanEvalPython coding & logic synthesis
N/Avs8950.0%
DeepSeek V3.2
GLM 5.1
MATHComplex mathematical problem solving
N/Avs7700.0%
DeepSeek V3.2
GLM 5.1
GPQAGraduate-level expert reasoning
N/Avs5100.0%
DeepSeek V3.2
GLM 5.1
HellaSwagCommonsense reasoning and inference
N/Avs8850.0%
DeepSeek V3.2
GLM 5.1
MT-BenchMulti-turn conversation flow quality
N/Avs920.0%
DeepSeek V3.2
GLM 5.1

DeepSeek V3.2 Quirks & Gotchas

No developer gotchas reported.

GLM 5.1 Quirks & Gotchas

No developer gotchas reported.