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o3 Pro vs Sonar Reasoning (Comparative Analysis)

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Comparative Analysis: o3 Pro vs. Sonar Reasoning
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Overview

Sonar Reasoning was released 4 months before o3 Pro.
o3 Proo3 Pro
Sonar ReasoningSonar Reasoning
Model Provider
The organization behind this AI's development
OpenAI logoOpenAI
Perplexity logoPerplexity
Input Context Window
Maximum input tokens this model can process at once
200K
tokens
127K
tokens
Output Token Limit
Maximum output tokens this model can generate at once
100K
tokens
Not specified
tokens
Release Date
When this model first became publicly available
June 10th, 2025
January 29th, 2025

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
o3 Pro
Sonar Reasoning
Input Types
Supported input formats
📝Text📁File🖼️Image
📝Text
Output Types
Supported output formats
📝Text
📝Text
Tokenizer
Text encoding system
GPTOther
Key Features
Advanced capabilities
Function CallingStructured OutputReasoning ModeContent Moderation
Function CallingStructured OutputReasoning ModeContent Moderation

Pricing

o3 Pro is roughly 20.0x more expensive compared to Sonar Reasoning for input tokens and roughly 16.0x more expensive for output tokens.
o3 Proo3 Pro
Sonar ReasoningSonar Reasoning
Input Token Cost
Cost per million input tokens
$20.00
per million tokens
$1.00
per million tokens
Output Token Cost
Cost per million outut tokens
$80.00
per million tokens
$5.00
per million tokens

Benchmarks

Compare relevant benchmarks between o3 Pro and Sonar Reasoning.
o3 Proo3 Pro
Sonar ReasoningSonar Reasoning
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 o3 Pro and Sonar Reasoning unique.
OpenAI logoo3 Pro by OpenAI understands both text and images, can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 200K token context window. Premium pricing at $20.00/M input and $80.00/M output tokens. Includes built-in content moderation for safer outputs. Released June 10th, 2025.
Perplexity logoSonar Reasoning by Perplexity offers advanced reasoning. It can handle standard conversations with its 127K token context window. Reasonably priced at $1.00/M input and $5.00/M output tokens. Released January 29th, 2025.

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