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Cogito V2 Preview Deepseek 671B vs Gemini 2.5 Flash (Comparative Analysis)

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Comparative Analysis: Cogito V2 Preview Deepseek 671B vs. Gemini 2.5 Flash
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Overview

Gemini 2.5 Flash was released 2 months before Cogito V2 Preview Deepseek 671B.
Cogito V2 Preview Deepseek 671BCogito V2 Preview Deepseek 671B
Gemini 2.5 FlashGemini 2.5 Flash
Model Provider
The organization behind this AI's development
Deep Cogito logoDeep Cogito
Google logoGoogle
Input Context Window
Maximum input tokens this model can process at once
163.8K
tokens
1M
tokens
Output Token Limit
Maximum output tokens this model can generate at once
Not specified
tokens
65.5K
tokens
Release Date
When this model first became publicly available
September 2nd, 2025
June 17th, 2025

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
Cogito V2 Preview Deepseek 671B
Gemini 2.5 Flash
Input Types
Supported input formats
📝Text
📁File🖼️Image📝Text🎵Audio
Output Types
Supported output formats
📝Text
📝Text
Tokenizer
Text encoding system
DeepSeekGemini
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 4.2x more expensive compared to Gemini 2.5 Flash for input tokens and roughly 0.5x less expensive for output tokens.
Cogito V2 Preview Deepseek 671BCogito V2 Preview Deepseek 671B
Gemini 2.5 FlashGemini 2.5 Flash
Input Token Cost
Cost per million input tokens
$1.25
per million tokens
$0.30
per million tokens
Output Token Cost
Cost per million outut tokens
$1.25
per million tokens
$2.50
per million tokens

Benchmarks

Compare relevant benchmarks between Cogito V2 Preview Deepseek 671B and Gemini 2.5 Flash.
Cogito V2 Preview Deepseek 671BCogito V2 Preview Deepseek 671B
Gemini 2.5 FlashGemini 2.5 Flash
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 Gemini 2.5 Flash 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.
Google logoGemini 2.5 Flash by Google understands both text and images, handles audio, can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 1M token context window. Reasonably priced at $0.30/M input and $2.50/M output tokens. Released June 17th, 2025.

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