Perplexity: Sonar Reasoning Pro

Text input Image input Text output
Author's Description

Note: Sonar Pro pricing includes Perplexity search pricing. See [details here](https://docs.perplexity.ai/guides/pricing#detailed-pricing-breakdown-for-sonar-reasoning-pro-and-sonar-pro) Sonar Reasoning Pro is a premier reasoning model powered by DeepSeek R1 with Chain of Thought (CoT). Designed for...

Key Specifications
Cost
$$$$$
Context
128K
Released
Mar 06, 2025
Speed
Ability
Reliability
Supported Parameters

This model supports the following parameters:

Temperature Include Reasoning Reasoning Presence Penalty Max Tokens Frequency Penalty Top P
Features

This model supports the following features:

Reasoning
Performance Summary

Perplexity: Sonar Reasoning Pro, powered by DeepSeek R1 with Chain of Thought, is designed for advanced, multi-step queries with a 128,000 context length. This model consistently delivers exceptional reliability, achieving a 100% success rate across all benchmarks, indicating minimal technical failures. However, its speed performance is a notable area for improvement, ranking in the 14th percentile for duration across benchmarks, suggesting longer response times. Similarly, its pricing is positioned at a premium level, ranking in the 5th percentile for cost. In terms of accuracy, Sonar Reasoning Pro demonstrates significant strengths in Coding (93.0% accuracy, 79th percentile), General Knowledge (99.0% accuracy, 60th percentile), Reasoning (98.0% accuracy, 88th percentile), and Mathematics (91.0% accuracy, 60th percentile). These results highlight its robust capabilities for complex problem-solving and information retrieval. Conversely, its performance in Instruction Following (34.3% accuracy, 29th percentile) and Email Classification (86.0% accuracy, 8th percentile) indicates areas where precision could be enhanced. While its Ethics accuracy is 97.0%, its percentile ranking (28th) suggests it performs adequately but not exceptionally compared to peers. Overall, Sonar Reasoning Pro excels in complex reasoning and knowledge-based tasks, offering high reliability, but users should anticipate premium pricing and longer processing times.

Model Pricing

Current Pricing

Feature Price (per 1M tokens)
Prompt $2
Completion $8
Web Search $5000

Price History

Available Endpoints
Provider Endpoint Name Context Length Pricing (Input) Pricing (Output)
Perplexity
Perplexity | perplexity/sonar-reasoning-pro 128K $2 / 1M tokens $8 / 1M tokens
Benchmark Results
Benchmark Category Reasoning Strategy Free Executions Accuracy Cost Duration
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