Upstage
·Released on Jan 27, 2026

Solar Pro 3 API Benchmarks, Pricing & Provider Data

Compare Solar Pro 3 with another model

Choose a model to open its comparison page.

Share on X
LLM

The page also shows measured API speed and first-token latency.

Solar Pro 3 is Upstage's powerful Mixture-of-Experts (MoE) language model. With 102B total parameters and 12B active parameters per forward pass, it delivers exceptional performance while maintaining ...

Speed
#14of 77
41char/s
10.64 s

Category Performance

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

Coverage
2 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents-Coding40.7Reasoning48.4Knowledge-Math-Multilingual-Multimodal-Instruction following-
#1Reasoning48.4Provisional1/4 Measured dimensions
80% interval: 34.562.4
abstract logicPrior only
scientific causal48.4
gpqa · gpqa / hle · hle
multistep constraintsPrior only
evidence verificationPrior only
#2Coding40.7Provisional1/4 Measured dimensions
80% interval: 24.756.7
code generation40.7
scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
No data:AgentsKnowledgeMathMultilingualMultimodalInstruction following

Specifications

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

INPUT
131.1Ktokens
157.3 pages of text
OUTPUT
118.0Ktokens
8K128K1M4M
131.1K

Features

Technical Details

Input
Output
Released
Jan 2026
Documentation
Tokenizer
Other
Architecture
text->text
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoningmax_tokenspresence_penaltyreasoningresponse_formatstructured_outputstemperaturetool_choicetoolstop_p

Rankings

Excels at

Detailed scores

Updated: Sep 1, 2026

Speed & latency

undefined metric} other undefined metrics}}

Output speed164.0 tok/s#14 / 77Time to first token1.64 s#48 / 77
Output speed
LMSpeed rank#14
Score164.0 tok/s
UpdatedSep 1, 2026
Confidence4
Time to first token
LMSpeed rank#48
Score1.64 s
UpdatedSep 1, 2026
Confidence4

Pricing

undefined metric} other undefined metrics}}

Input price$0.150/M#22 / 181Output price$0.600/M#27 / 181
Input price
LMSpeed rank#22
Score$0.150/M
UpdatedSep 1, 2026
Confidence4
Output price
LMSpeed rank#27
Score$0.600/M
UpdatedSep 1, 2026
Confidence4

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

Score40.780% interval24.7–56.71/4 Measured dimensionsSciCode24.7%#179 / 206
Dimensions and evidence
Code generation40.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
scicode · scicode · z -1.36 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
SciCodeV3 evidence
LMSpeed rank#179
Score24.7%
UpdatedSep 1, 2026
Confidence4

Reasoning

V3.0

undefined metric} other undefined metrics}} · Provisional

Score48.480% interval34.5–62.41/4 Measured dimensionsGPQA72.4%#132 / 213HLE10.3%#114 / 210
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning48.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z -0.23 · q 1.00
hle · hle · z -0.22 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verificationPrior only
GPQAV3 evidence
LMSpeed rank#132
Score72.4%
UpdatedSep 1, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#114
Score10.3%
UpdatedSep 1, 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}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Foundational mathPrior only
Competition mathPrior only
Advanced proofsPrior only
Applied & tool-assisted mathPrior only

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
Upstage
upstage
$0.150/M$0.600/M100%undefined tokens / undefined tokens

Alternatives & Similar Models

Also known as

solar-pro-3upstage/solar-pro-3upstage/solar-pro-3:free

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