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Sonar Reasoning Pro

Advanced reasoning with enhanced multi-step analysis

A high-performance reasoning model leveraging advanced multi-step Chain-of-Thought (CoT) reasoning and enhanced information retrieval for complex problem-solving.

Using image input with structured outputs is not supported in thinking models.
Note: sonar-reasoning was deprecated on December 15, 2025. sonar-reasoning-pro is its replacement with improved reasoning capabilities.

Input Tokens

$2
Per 1M Tokens

Output Tokens

$8
Per 1M Tokens

Price Per 1K Requests

$14$10$6
HighMediumLow

Features

Arrow

Advanced reasoning model

Search

Enhanced Chain-of-Thought (CoT) reasoning

Length

128K context length

Speed

Best for complex multi-step reasoning tasks

Lock

No training on customer data

Real World Use Cases

Complex Analysis

Complex multi-step analysis and reasoning

Research

Advanced research with deep reasoning

Decision Making

Strategic decision making with comprehensive analysis

  • The sonar-reasoning-pro model is designed to output a <think> section containing reasoning tokens, immediately followed by a valid JSON object. As a result, the response_format parameter does not remove these reasoning tokens from the output. We recommend using a custom parser to extract the valid JSON portion, and an example implementation can be found here.
Sample Response Metadata
Success Response
Token Usage
  • Prompt Tokens: 17
  • Completion Tokens: 1152
  • Search Context Size: Low
1

Calculate Input Tokens Cost

17 tokens ÷ 1,000,000 × 2=2 = 0.000034
2

Calculate Output Tokens Cost

1152 tokens ÷ 1,000,000 × 8=8 = 0.009216
3

Calculate Search Context Cost

1 request × 6÷1,000=6 ÷ 1,000 = 0.006
4

Calculate Total Cost

0.000034+0.000034 + 0.009216 + 0.006=0.006 = 0.015250
Total cost for this request: $0.015250