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GPT-5.1-Codex-Max vs Sonar Pro (Comparative Analysis)

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Comparative Analysis: GPT-5.1-Codex-Max vs. Sonar Pro
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Overview

Sonar Pro was released 9 months before GPT-5.1-Codex-Max.
GPT-5.1-Codex-MaxGPT-5.1-Codex-Max
Sonar ProSonar Pro
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
400K
tokens
200K
tokens
Output Token Limit
Maximum output tokens this model can generate at once
128K
tokens
8K
tokens
Release Date
When this model first became publicly available
December 4th, 2025
March 7th, 2025

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
GPT-5.1-Codex-Max
Sonar Pro
Input Types
Supported input formats
📝Text🖼️Image
📝Text🖼️Image
Reasoning Controls
Defaults and configurable reasoning effort
Always enabledEffort: Extra High, High, Medium, LowDefault: Medium
Not reported
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

GPT-5.1-Codex-Max is roughly 0.4x less expensive compared to Sonar Pro for input tokens and roughly 0.7x less expensive for output tokens.
GPT-5.1-Codex-MaxGPT-5.1-Codex-Max
Sonar ProSonar Pro
Input Token Cost
Cost per million input tokens
$1.25
per million tokens
$3.00
per million tokens
Output Token Cost
Cost per million output tokens
$10.00
per million tokens
$15.00
per million tokens
Web Search Cost
Additional cost for each web search operation
$0.01
per search
$0.005
per search
Cache Read Cost
Cost to reuse cached input tokens
$0.13
per million tokens
Not specified

At a Glance

Quick overview of what makes GPT-5.1-Codex-Max and Sonar Pro unique.
OpenAI logoGPT-5.1-Codex-Max 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 400K token context window. Reasonably priced at $1.25/M input and $10.00/M output tokens. Released December 4th, 2025.
Perplexity logoSonar Pro by Perplexity understands both text and images. It can handle standard conversations with its 200K token context window. Premium pricing at $3.00/M input and $15.00/M output tokens. Released March 7th, 2025.

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