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Cogito V2 Preview Llama 405B vs Gemini 2.5 Flash Lite (Comparative Analysis)

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Comparative Analysis: Cogito V2 Preview Llama 405B vs. Gemini 2.5 Flash Lite
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Overview

Gemini 2.5 Flash Lite was released 2 months before Cogito V2 Preview Llama 405B.
Cogito V2 Preview Llama 405BCogito V2 Preview Llama 405B
Gemini 2.5 Flash LiteGemini 2.5 Flash Lite
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
32.8K
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
October 17th, 2025
July 22nd, 2025

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
Cogito V2 Preview Llama 405B
Gemini 2.5 Flash Lite
Input Types
Supported input formats
📝Text
📝Text🖼️Image📁File🎵Audio🎬Video
Output Types
Supported output formats
📝Text
📝Text
Tokenizer
Text encoding system
Llama3Gemini
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 Llama 405B is roughly 35.0x more expensive compared to Gemini 2.5 Flash Lite for input tokens and roughly 8.8x more expensive for output tokens.
Cogito V2 Preview Llama 405BCogito V2 Preview Llama 405B
Gemini 2.5 Flash LiteGemini 2.5 Flash Lite
Input Token Cost
Cost per million input tokens
$3.50
per million tokens
$0.10
per million tokens
Output Token Cost
Cost per million outut tokens
$3.50
per million tokens
$0.40
per million tokens

Benchmarks

Compare relevant benchmarks between Cogito V2 Preview Llama 405B and Gemini 2.5 Flash Lite.
Cogito V2 Preview Llama 405BCogito V2 Preview Llama 405B
Gemini 2.5 Flash LiteGemini 2.5 Flash Lite
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 Llama 405B and Gemini 2.5 Flash Lite unique.
Deep Cogito logoCogito V2 Preview Llama 405B by Deep Cogito can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 32.8K token context window. Reasonably priced at $3.50/M input and $3.50/M output tokens. Released October 17th, 2025.
Google logoGemini 2.5 Flash Lite by Google understands both text and images, handles audio, analyzes video, can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 1M token context window. Very affordable at $0.10/M input and $0.40/M output tokens. Released July 22nd, 2025.

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