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Cogito V2 Preview Llama 109B vs Spotlight (Comparative Analysis)

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Comparative Analysis: Cogito V2 Preview Llama 109B vs. Spotlight
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Overview

Spotlight was released 4 months before Cogito V2 Preview Llama 109B.
Cogito V2 Preview Llama 109BCogito V2 Preview Llama 109B
SpotlightSpotlight
Model Provider
The organization behind this AI's development
Deepcogito logoDeepcogito
Arcee AI logoArcee AI
Input Context Window
Maximum input tokens this model can process at once
32.8K
tokens
131.1K
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
May 5th, 2025

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
Cogito V2 Preview Llama 109B
Spotlight
Input Types
Supported input formats
🖼️Image📝Text
🖼️Image📝Text
Output Types
Supported output formats
📝Text
📝Text
Tokenizer
Text encoding system
Llama4Other
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 109B is roughly 1.0x less expensive compared to Spotlight for input tokens and roughly 3.3x more expensive for output tokens.
Cogito V2 Preview Llama 109BCogito V2 Preview Llama 109B
SpotlightSpotlight
Input Token Cost
Cost per million input tokens
$0.18
per million tokens
$0.18
per million tokens
Output Token Cost
Cost per million outut tokens
$0.59
per million tokens
$0.18
per million tokens

Benchmarks

Compare relevant benchmarks between Cogito V2 Preview Llama 109B and Spotlight.
Cogito V2 Preview Llama 109BCogito V2 Preview Llama 109B
SpotlightSpotlight
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 109B and Spotlight unique.
Deepcogito logoCogito V2 Preview Llama 109B by Deepcogito understands both text and images, can use external tools and APIs, offers advanced reasoning. It can handle standard conversations with its 32.8K token context window. Very affordable at $0.18/M input and $0.59/M output tokens. Released September 2nd, 2025.
Arcee AI logoSpotlight by Arcee AI understands both text and images. It can handle standard conversations with its 131.1K token context window. Very affordable at $0.18/M input and $0.18/M output tokens. Released May 5th, 2025.

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