Perplexity
·Released on Mar 7, 2025

Sonar Reasoning Pro API Benchmarks, Pricing & Provider Data

Compare Sonar Reasoning Pro with another model

Choose a model to open its comparison page.

Share on X
LLM

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 Reasoni...

Category Performance

Observed-capability estimates with uncertainty reported separately from independent benchmark families.

Coverage
1 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents-Coding-Reasoning-Knowledge-Math57.4Multilingual-Multimodal-Instruction following-
#1Math57.4Estimated2/4 Measured dimensions
80% interval: 45.669.2
foundational math56.5
math_500 · math_500
competition math58.3
aime · aime
proof frontierPrior only
applied tool mathPrior only
No data:AgentsCodingReasoningKnowledgeMultilingualMultimodalInstruction following

Specifications

Input and output token limits for this model, plus how it ranks on long-context understanding.

INPUT
128Ktokens
153.6 pages of text
OUTPUT
115.2Ktokens
8K128K1M4M
128K

Features

Technical Details

Input
Output
Released
Mar 2025
Documentation
Tokenizer
Other
Architecture
text+image->text
Instruct type
deepseek-r1
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoningmax_tokenspresence_penaltyreasoningtemperaturetop_ktop_pweb_search_options

Rankings

Excels at

Detailed scores

Updated: Aug 25, 2026

Agents

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Planning & decompositionPrior only
Tool usePrior only
Environment & long-horizon executionPrior only
Recovery & completion reliabilityPrior only

Coding

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Code generationPrior only
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only

Reasoning

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoningPrior only
Multi-step constraintsPrior only
Evidence integration & verificationPrior only

Knowledge

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Broad knowledgePrior only
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only

Math

V3.0

undefined metric} other undefined metrics}} · Estimated

Score57.480% interval45.6–69.22/4 Measured dimensionsAIME79.0%#13 / 68MATH-50095.7%#20 / 73
Dimensions and evidence
Foundational math56.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
math_500 · math_500 · z 0.90 · q 1.00
Competition math58.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aime · aime · z 1.08 · q 1.00
Advanced proofsPrior only
Applied & tool-assisted mathPrior only
AIMEV3 evidence
LMSpeed rank#13
Score79.0%
UpdatedAug 25, 2026
Confidence4
MATH-500V3 evidence
LMSpeed rank#20
Score95.7%
UpdatedAug 25, 2026
Confidence4

Multilingual

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only

Multimodal

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only

Instruction following

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalizationPrior only
Multi-turn & long instructionsPrior only

OpenRouter endpoints

1 endpoints

Third-party OpenRouter endpoint data, shown separately from LMSpeed measurements. Some 30-minute live performance fields only appear after syncing with an OpenRouter API key.

Provider endpointInputOutput1d uptime30m latency30m throughputContext / output
Perplexity
perplexity
$2/M$8/M99.9%undefined tokens / undefined tokens

Alternatives & Similar Models

Also known as

perplexity/sonar-reasoning-prosonar-reasoning-pro

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.Artificial AnalysisStandard benchmark data may include BenchLM and other public sources.

Build with LMSpeed Data

Free

Free public API for LLM pricing, benchmarks & provider data

  • Real-time pricing & availability
  • Speed & latency benchmarks
  • 300+ models, 600+ providers
  • 1,000 requests/day
View API Documentation