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Cogito V2 Preview Deepseek 671B vs GLM 4 32B (Comparative Analysis)

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Comparative Analysis: Cogito V2 Preview Deepseek 671B vs. GLM 4 32B
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Overview

GLM 4 32B was released 1 month before Cogito V2 Preview Deepseek 671B.
Cogito V2 Preview Deepseek 671BCogito V2 Preview Deepseek 671B
GLM 4 32BGLM 4 32B
Model Provider
The organization behind this AI's development
Deep Cogito logoDeep Cogito
Z.AI logoZ.AI
Input Context Window
Maximum input tokens this model can process at once
163.8K
tokens
128K
tokens
Output Token Limit
Maximum output tokens this model can generate at once
Not specified
tokens
Not specified
tokens
Release Date
When this model first became publicly available
September 2nd, 2025
July 24th, 2025

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
Cogito V2 Preview Deepseek 671B
GLM 4 32B
Input Types
Supported input formats
📝Text
📝Text
Output Types
Supported output formats
📝Text
📝Text
Tokenizer
Text encoding system
DeepSeekOther
Key Features
Advanced capabilities
Function CallingStructured OutputReasoning ModeContent Moderation
Function CallingStructured OutputReasoning ModeContent Moderation
Open Source
Model availability
Available on HuggingFace →Proprietary

Pricing

Cogito V2 Preview Deepseek 671B is roughly 12.5x more expensive compared to GLM 4 32B for input tokens and roughly 12.5x more expensive for output tokens.
Cogito V2 Preview Deepseek 671BCogito V2 Preview Deepseek 671B
GLM 4 32BGLM 4 32B
Input Token Cost
Cost per million input tokens
$1.25
per million tokens
$0.10
per million tokens
Output Token Cost
Cost per million outut tokens
$1.25
per million tokens
$0.10
per million tokens

Benchmarks

Compare relevant benchmarks between Cogito V2 Preview Deepseek 671B and GLM 4 32B.
Cogito V2 Preview Deepseek 671BCogito V2 Preview Deepseek 671B
GLM 4 32BGLM 4 32B
MMLU
Measures knowledge across 57 subjects like law, math, history, and science
Benchmark not available.
Benchmark not available.
MMMU
Measures understanding of combined text and images across various domains
Benchmark not available.
Benchmark not available.
HellaSwag
Measures common sense reasoning by having models complete sentences about everyday situations
Benchmark not available.
Benchmark not available.

At a Glance

Quick overview of what makes Cogito V2 Preview Deepseek 671B and GLM 4 32B unique.
Deep Cogito logoCogito V2 Preview Deepseek 671B by Deep Cogito offers advanced reasoning. It can handle standard conversations with its 163.8K token context window. Reasonably priced at $1.25/M input and $1.25/M output tokens. Released September 2nd, 2025.
Z.AI logoGLM 4 32B by Z.AI can use external tools and APIs. It can handle standard conversations with its 128K token context window. Very affordable at $0.10/M input and $0.10/M output tokens. Released July 24th, 2025.

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