Perplexity
·Released on Jan 27, 2025

Sonar API Benchmarks, Pricing & Provider Data

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LLM

Sonar benchmark, API pricing, and provider data cover 3 API providers, with prices starting at $0.010/request. Sonar free API options are available from 2 providers.

Sonar is lightweight, affordable, fast, and simple to use — now featuring citations and the ability to customize sources. It is designed for companies seeking to integrate lightweight question-and-ans...

Cost
$0.010/ 1M · 8:1 in:out
$0.0016 in · $0.0084 out

Category Performance

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

Coverage
3 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents-Coding38.3Reasoning42.2Knowledge-Math50.3Multilingual-Multimodal-Instruction following-
#1Math50.3Estimated2/4 Measured dimensions
80% interval: 38.562.1
foundational math47.5
math_500 · math_500
competition math53.1
aime · aime
proof frontierPrior only
applied tool mathPrior only
#2Reasoning42.2Estimated2/4 Measured dimensions
80% interval: 31.053.3
abstract logicPrior only
scientific causal40.7
gpqa · gpqa / hle · hle
multistep constraints43.6
mmlu_pro · mmlu_pro
evidence verificationPrior only
#3Coding38.3Provisional1/4 Measured dimensions
80% interval: 24.452.2
code generation38.3
livecodebench · livecodebench / scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
No data:AgentsKnowledgeMultilingualMultimodalInstruction following

Specifications

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

INPUT
127.1Ktokens
152.5 pages of text
OUTPUT
114.4Ktokens
8K128K1M4M
127.1K

Features

Technical Details

Input
Output
Released
Jan 2025
Documentation
Tokenizer
Other
Architecture
text+image->text
Moderated
No
Supported parameters
frequency_penaltymax_tokenspresence_penaltytemperaturetop_ktop_pweb_search_options

Rankings

Excels at

Detailed scores

Updated: Aug 26, 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}} · Provisional

Score38.380% interval24.4–52.21/4 Measured dimensionsLiveCodeBench29.5%#90 / 115SciCode22.9%#185 / 204
Dimensions and evidence
Code generation38.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z -0.53 · q 1.00
scicode · scicode · z -1.59 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#90
Score29.5%
UpdatedAug 26, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#185
Score22.9%
UpdatedAug 26, 2026
Confidence4

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score42.280% interval31.0–53.32/4 Measured dimensionsMMLU-Pro68.9%#105 / 129GPQA47.1%#189 / 211
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning40.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z -1.26 · q 1.00
hle · hle · z -0.74 · q 1.00
Multi-step constraints43.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z -1.06 · q 1.00
Evidence integration & verificationPrior only
MMLU-ProV3 evidence
LMSpeed rank#105
Score68.9%
UpdatedAug 26, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#189
Score47.1%
UpdatedAug 26, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#157
Score4.9%
UpdatedAug 26, 2026
Confidence4

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

Score50.380% interval38.5–62.12/4 Measured dimensionsAIME48.7%#28 / 68MATH-50081.7%#47 / 73
Dimensions and evidence
Foundational math47.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
math_500 · math_500 · z -0.30 · q 1.00
Competition math53.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aime · aime · z 0.39 · q 1.00
Advanced proofsPrior only
Applied & tool-assisted mathPrior only
AIMEV3 evidence
LMSpeed rank#28
Score48.7%
UpdatedAug 26, 2026
Confidence4
MATH-500V3 evidence
LMSpeed rank#47
Score81.7%
UpdatedAug 26, 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
$1/M$1/M100.0%undefined tokens / undefined tokens

Pricing Comparison

Sonar API pricing starts at $0.010/request from 素墨API. 2 providers offer free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
sonar-medium-chat
default
Free
Free
L1
100%
sonar-medium-online
default
Free
Free
L1
100%
sonar
default
$0.010/request
-

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does Sonar include?
LMSpeed shows Sonar benchmark context, API price, output speed, first-token latency, and provider data across 3 providers when those signals are available.
What is the Sonar API price?
Sonar has pricing from 3 providers, ranging from $0.010/request to $0.010/request. 素墨API has the lowest listed price.
What does the Sonar API pricing table include?
The Sonar API pricing table compares 3 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest Sonar API pricing?
素墨API currently has the lowest listed Sonar price at $0.010/request across 3 providers.
Is Sonar API free?
Yes, Sonar free API options are available through 2 providerundefined other undefined} on LMSpeed, including 兔子API, 兔子API. These providers offer free API credits or a free tier with no per-token charges.
Where can I get Sonar free API access?
LMSpeed currently lists 2 free API providerundefined other undefined} for Sonar: 兔子API, 兔子API. Check each provider row before using it because free tier limits can change.

Also known as

perplexity/sonarsonarsonar-medium-chatsonar-medium-online

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.

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