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DeepSeek V3.2 Exp vs Sonar Reasoning Pro (Comparative Analysis)

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Comparative Analysis: DeepSeek V3.2 Exp vs. Sonar Reasoning Pro
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Overview

Sonar Reasoning Pro was released 6 months before DeepSeek V3.2 Exp.
DeepSeek V3.2 ExpDeepSeek V3.2 Exp
Sonar Reasoning ProSonar Reasoning Pro
Model Provider
The organization behind this AI's development
DeepSeek logoDeepSeek
Perplexity logoPerplexity
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
65.5K
tokens
Not specified
tokens
Release Date
When this model first became publicly available
September 29th, 2025
March 7th, 2025
Knowledge Cutoff
Latest training-data date reported by the provider
July 31, 2025
Not reported

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
DeepSeek V3.2 Exp
Sonar Reasoning Pro
Input Types
Supported input formats
📝Text
📝Text🖼️Image
Reasoning Controls
Defaults and configurable reasoning effort
Optional
Optional
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

DeepSeek V3.2 Exp is roughly 0.1x less expensive compared to Sonar Reasoning Pro for input tokens and roughly 0.05x less expensive for output tokens.
DeepSeek V3.2 ExpDeepSeek V3.2 Exp
Sonar Reasoning ProSonar Reasoning Pro
Input Token Cost
Cost per million input tokens
$0.27
per million tokens
$2.00
per million tokens
Output Token Cost
Cost per million output tokens
$0.41
per million tokens
$8.00
per million tokens
Web Search Cost
Additional cost for each web search operation
Not specified
$0.005
per search

Benchmarks

Compare relevant benchmarks between DeepSeek V3.2 Exp and Sonar Reasoning Pro.
DeepSeek V3.2 ExpDeepSeek V3.2 Exp
Sonar Reasoning ProSonar Reasoning Pro
Best Design Arena Score
Highest human-preference Elo score across design arenas
1,213 Elo
(#42 in 3D (56.4% win rate))
Benchmark not available.

At a Glance

Quick overview of what makes DeepSeek V3.2 Exp and Sonar Reasoning Pro unique.
DeepSeek logoDeepSeek V3.2 Exp by DeepSeek can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 163.8K token context window. Very affordable at $0.27/M input and $0.41/M output tokens. Released September 29th, 2025.
Perplexity logoSonar Reasoning Pro by Perplexity understands both text and images, offers advanced reasoning. It can handle standard conversations with its 128K token context window. Reasonably priced at $2.00/M input and $8.00/M output tokens. Released March 7th, 2025.

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