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
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
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 |
|---|
Other Models by perplexity
|
|
Released | Params | Context |
|
Speed | Ability | Cost |
|---|---|---|---|---|---|---|---|
| Perplexity: Sonar Pro Search | Oct 30, 2025 | — | 200K |
Text input
Image input
Text output
|
★★ | ★★★ | $$$$$ |
| Perplexity: Sonar Pro | Mar 06, 2025 | — | 200K |
Text input
Image input
Text output
|
★★★ | ★★★ | $$$$$ |
| Perplexity: Sonar Deep Research | Mar 06, 2025 | — | 128K |
Text input
Text output
|
— | — | $$$$$ |
| Perplexity: R1 1776 Unavailable | Feb 19, 2025 | — | 128K |
Text input
Text output
|
★★ | ★★★★★ | $$$$$ |
| Perplexity: Sonar Reasoning Unavailable | Jan 28, 2025 | — | 127K |
Text input
Text output
|
★★ | ★★★★ | $$$$$ |
| Perplexity: Sonar | Jan 27, 2025 | — | 127K |
Text input
Image input
Text output
|
★★★ | ★★ | $$$$ |
| Perplexity: Llama 3.1 Sonar 70B Online Unavailable | Jul 31, 2024 | 70B | 127K |
Text input
Text output
|
★★★ | ★ | $$$$ |
| Perplexity: Llama 3.1 Sonar 8B Online Unavailable | Jul 31, 2024 | 8B | 127K |
Text input
Text output
|
★★★ | ★ | $$ |