Atlas / Models / Perplexity / Perplexity: Sonar Reasoning Pro

Perplexity: Sonar Reasoning Pro✓ Catalog verified

perplexity/sonar-reasoning-pro

Note: Sonar Pro pricing includes Perplexity search pricing. See details here Sonar Reasoning Pro is a premier reasoning model powered by DeepSeek R1 with Chain of Thought (CoT). Designed for advanced use cases, it supports in-depth, multi-step queries with a larger context window and can surface more citations per search, enabling more comprehensive and extensible responses.

Input price
$2.00 /1M
Output price
$8.00 /1M
Context
128K
Modalities
textimage
Released
Mar 7, 2025
Tool calling
Atlas signal
85/100
01

Overview

Note: Sonar Pro pricing includes Perplexity search pricing. See details here Sonar Reasoning Pro is a premier reasoning model powered by DeepSeek R1 with Chain of Thought (CoT). Designed for advanced use cases, it supports in-depth, multi-step queries with a larger context window and can surface more citations per search, enabling more comprehensive and extensible responses.

Access: available through the official Perplexity API. Context window: 128K.

Pricing and metadata from the ModelsAtlas catalog.Last refreshed Aug 5, 2026
02

Specifications

API identifierperplexity/sonar-reasoning-pro
ProviderPerplexity
Model typeMultimodal LLM
Context window128K catalog
Input modalitiestext · image
Output modalitiestext
ReleasedMar 7, 2025
Instruction formatdeepseek-r1
ModeratedNo
Architecture modalitytext+image->text
Supported parameters
frequency_penaltyinclude_reasoningmax_tokenspresence_penaltyreasoningtemperaturetop_ktop_pweb_search_options
Source: provider documentation + catalog feedMethodology →
03

Pricing

Live pricing components for perplexity/sonar-reasoning-pro as published in the catalog.

$2.00
Input /1M
$8.00
Output /1M
Per request
Per image
Pricing componentRaw unit priceNormalizedUnit
Prompt tokens$0.000002$2.00 / 1MPer input token
Completion tokens$0.000008$8.00 / 1MPer output token
Request feeN/AN/APer request
Image feeN/AN/APer image unit
Web search fee$0.005$0.005000Per search request
Source: catalog pricing feedCompare all pricing →Cheapest models →
04

Cost calculator

Estimate monthly spend from your own token volumes.

Scale / Volume

Estimated Total Cost

$2.6Calculated from current list pricing in the ModelsAtlas catalog.
05

Capabilities

CapabilityStatusWhat it means
Visual Understanding✓ SupportedImage and document analysis support
Audio ProcessingNot advertisedSpeech and voice aligned flows
Tool CallingNot advertisedSupports tools / function calling
Self-HostingNot advertisedDeploy outside managed APIs
Derived from catalog capability tags and supported parameters
06

Capability signals

Directional signals derived from model metadata and capability tags — not official benchmark submissions.

Perplexity: Sonar Reasoning Pro
MMLU Signal (Reasoning)
97signal
Coding Signal (HumanEval proxy)
79signal
Math Signal (GSM8K proxy)
83signal
Science Signal (GPQA proxy)
79signal
Estimated from metadata — not an official benchmark runAll benchmarks →Methodology →
07

Quick start

Call Perplexity: Sonar Reasoning Pro through an OpenAI-compatible client.

from openai import OpenAI

client = OpenAI(
    base_url="https://openrouter.ai/api/v1",
    api_key="YOUR_API_KEY"
)

response = client.chat.completions.create(
    model="perplexity/sonar-reasoning-pro",
    messages=[{"role": "user", "content": "Explain quantum physics."}]
)

print(response.choices[0].message.content)
08

Alternatives

Closest models by context window from a different provider.

09

Sources & attribution

Pricing and metadata are maintained in the ModelsAtlas catalog.

Capability bars use metadata tags — directional estimates onlyHow we source and verify data →
10

Frequently asked questions

How much does Perplexity: Sonar Reasoning Pro cost?

$2.00 per 1M input tokens and $8.00 per 1M output tokens on the official Perplexity API.

What is the context window of Perplexity: Sonar Reasoning Pro?

Perplexity: Sonar Reasoning Pro supports up to 128K tokens of context.

Does Perplexity: Sonar Reasoning Pro support tool / function calling?

Perplexity: Sonar Reasoning Pro does not advertise first-class tool/function calling. Check vendor docs for the latest capabilities.

How do I access Perplexity: Sonar Reasoning Pro?

Use the official Perplexity API with the model id `perplexity/sonar-reasoning-pro`. See the Quick start section above for code examples.