DeepSeek

DeepSeek V3.1 API Benchmarks, Pricing & Provider Data

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DeepSeek V3.1 benchmark, API pricing, and provider data cover 434 API providers, with prices starting at $0.010/request. DeepSeek V3.1 free API options are available from 3 providers. The page also shows measured API speed and first-token latency.

DeepSeek V3.1 is an open-weights style frontier model from DeepSeek with strong math, coding, and Chinese-English bilingual reasoning.

Quality
0.0
LMSpeed score
Speed
103char/s
1.78 s
Cost
#91of 180
$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
6 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents40.9Coding53.9Reasoning48.7Knowledge40.8Math53Multilingual-Multimodal-Instruction following42.7
#1Coding53.9Provisional1/4 Measured dimensions
80% interval: 40.067.8
code generation53.9
livecodebench · livecodebench / scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
#2Math53Provisional1/4 Measured dimensions
80% interval: 36.969.2
foundational math53
aa_math_index · artificial_analysis_math_index
competition mathPrior only
proof frontierPrior only
applied tool mathPrior only
#3Reasoning48.7RatedGlobal rank #463/4 Measured dimensions
80% interval: 40.057.3
abstract logicPrior only
scientific causal48.9
critpt · critpt / gpqa · gpqa / hle · hle
multistep constraints54.5
mmlu_pro · mmlu_pro
evidence verification42.7
lcr · lcr
#4Instruction following42.7Provisional1/4 Measured dimensions
80% interval: 26.758.7
constraint followingPrior only
structured outputPrior only
novel instruction generalization42.7
ifbench · aa_if_bench
long multiturn instructionPrior only
#5Agents40.9Provisional1/4 Measured dimensions
80% interval: 24.956.9
planningPrior only
tool use40.9
tau · tau2_bench
environment executionPrior only
recovery reliabilityPrior only
#6Knowledge40.8Provisional1/4 Measured dimensions
80% interval: 24.856.8
broad knowledge40.8
aa_omniscience · aa_omniscience_index
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
No data:MultilingualMultimodal

Specifications

Technical Details

Documentation

Rankings

Excels at

Falls behind in

Detailed scores

Updated: Aug 31, 2026

Pricing

undefined metric} other undefined metrics}}

Input price$0.570/M#91 / 180Output price$1.68/M#68 / 180
Input price
LMSpeed rank#91
Score$0.570/M
UpdatedAug 31, 2026
Confidence4
Output price
LMSpeed rank#68
Score$1.68/M
UpdatedAug 31, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Provisional

Score40.980% interval24.9–56.91/4 Measured dimensionsΤ²-bench results37.4#70 / 82
Dimensions and evidence
Planning & decompositionPrior only
Tool use40.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
tau · tau2_bench · z -1.33 · q 1.00
Environment & long-horizon executionPrior only
Recovery & completion reliabilityPrior only
Τ²-bench resultsV3 evidence
LMSpeed rank#70
Score37.4
UpdatedAug 20, 2026
Confidence1

Coding

V3.0

undefined metric} other undefined metrics}} · Provisional

Score53.980% interval40.0–67.81/4 Measured dimensionsLiveCodeBench57.7%#46 / 115SciCode36.7%#114 / 205
Dimensions and evidence
Code generation53.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z 0.89 · q 1.00
scicode · scicode · z 0.11 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#46
Score57.7%
UpdatedAug 31, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#114
Score36.7%
UpdatedAug 31, 2026
Confidence4
AA-SciCodeV3 evidence
LMSpeed rank#74
Score39.1
UpdatedAug 20, 2026
Confidence1

Reasoning

V3.0

undefined metric} other undefined metrics}} · Rated

Score48.7#4680% interval40.0–57.33/4 Measured dimensionsMMLU-Pro85.1%#30 / 129GPQA73.5%#127 / 212
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning48.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z -0.72 · q 1.00
gpqa · gpqa · z 0.04 · q 1.00
hle · hle · z 0.03 · q 1.00
Multi-step constraints54.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z 0.39 · q 1.00
Evidence integration & verification42.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z -1.33 · q 1.00
MMLU-ProV3 evidence
LMSpeed rank#30
Score85.1%
UpdatedAug 31, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#127
Score73.5%
UpdatedAug 31, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#140
Score6.7%
UpdatedAug 31, 2026
Confidence4
AA-LCRV3 evidence
LMSpeed rank#75
Score56.7
UpdatedAug 20, 2026
Confidence1
CritPtV3 evidence
LMSpeed rank#56
Score2.0
UpdatedAug 20, 2026
Confidence1

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score40.880% interval24.8–56.81/4 Measured dimensionsArtificial Analysis Intelligence Index21.0#83 / 111AA-GPQA Diamond77.9#76 / 108
Dimensions and evidence
Broad knowledge40.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · aa_omniscience_index · z -1.31 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#83
Score21.0
UpdatedAug 20, 2026
Confidence1
AA-GPQA Diamond
LMSpeed rank#76
Score77.9
UpdatedAug 20, 2026
Confidence1
AA-HLE
LMSpeed rank#74
Score14.3
UpdatedAug 20, 2026
Confidence1
AA-Omniscience Accuracy
LMSpeed rank#55
Score29.0
UpdatedAug 20, 2026
Confidence1
AA-Omniscience Hallucination Rate
LMSpeed rank#34
Score82.5
UpdatedAug 20, 2026
Confidence1

Math

V3.0

undefined metric} other undefined metrics}} · Provisional

Score5380% interval36.9–69.21/4 Measured dimensions
Dimensions and evidence
Foundational math53
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_math_index · artificial_analysis_math_index · z 0.81 · q 1.00
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

80% interval30.8–69.20/4 Measured dimensionsDesign Arena Website1134.0#61 / 75
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only
Design Arena Website
LMSpeed rank#61
Score1134.0
UpdatedAug 20, 2026
Confidence1

Instruction following

V3.0

undefined metric} other undefined metrics}} · Provisional

Score42.780% interval26.7–58.71/4 Measured dimensionsAA-IFBench41.5#65 / 84
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization42.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z -1.25 · q 1.00
Multi-turn & long instructionsPrior only
AA-IFBenchV3 evidence
LMSpeed rank#65
Score41.5
UpdatedAug 20, 2026
Confidence1

Pricing Comparison

Compare DeepSeek V3.1 API pricing across 431 providers. Prices range from $0.010/request to $87.60/M. 素墨API offers the lowest rate at $0.010/request. 3 providers offer free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
99%
FAST/deepseek-v3.1
翻译
-64%$0.205/M
-88%$0.205/M
265.3 t/s
0.96 s
L1
100%
deepseek-v3.1
default
-52%$0.274/M
-51%$0.822/M
L1
100%
deepseek-v3-1-250821
default
-52%$0.274/M
-51%$0.822/M
L1
100%
deepseek-v3-1
default
-52%$0.274/M
-51%$0.822/M
L1
99%
L2
0%
deepseek/deepseek-v3.1
default
-67%$0.190/M
Cache read$0.060/M
-58%$0.710/M
L1
100%
deepseek-v3.1
default
-4%$0.548/M
-2%$1.64/M
L1
100%
deepseek-v3.1-250821
default
-4%$0.548/M
-2%$1.64/M
L1
100%
deepseek-v3-1-250821
deepseek_v31_2
$1.10/M
$3.29/M
L1
100%
deepseek-v3.1-fast
default
$10.27/M
$20.55/M
L1
100%
deepseek-v3.1
default
-4%$0.548/M
-2%$1.64/M
L1
100%
deepseek-v3-1
default
-4%$0.548/M
-2%$1.64/M
L1
100%
deepseek-v3-1-250821
default
-4%$0.548/M
-2%$1.64/M
L1
100%
deepseek-v3.1
default
$7.67/M
$7.67/M
L1
100%
deepseek-v3.1
原价分组
Free
Free
L1
100%
deepseek-v3.1
default
-71%$0.164/M
-71%$0.493/M
L1
100%
deepseek-v3.1
default
-52%$0.274/M
-51%$0.822/M
L1
100%
deepseek-v3-1
default
-52%$0.274/M
-51%$0.822/M
L1
100%
deepseek-v3-1-250821
default
-52%$0.274/M
-51%$0.822/M
L1
99%
deepseek-ai/DeepSeek-V3.1
other
-59%$0.233/M
-58%$0.700/M
L1
100%
deepseek-v3.1
default
$0.571/M
Cache read$0.229/MCache write$0.571/MCache write 1h$0.914/M
$1.71/M
Showing 20 model IDs of 76.

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Frequently Asked Questions

What benchmark data does DeepSeek V3.1 include?
LMSpeed shows DeepSeek V3.1 benchmark context, API price, output speed, first-token latency, and provider data across 434 providers when those signals are available.
What is the DeepSeek V3.1 API price?
DeepSeek V3.1 has pricing from 434 providers, ranging from $0.010/request to $87.60/M. 素墨API has the lowest listed price.
What does the DeepSeek V3.1 API pricing table include?
The DeepSeek V3.1 API pricing table compares 434 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest DeepSeek V3.1 API pricing?
素墨API currently has the lowest listed DeepSeek V3.1 price at $0.010/request across 434 providers.
Can I compare DeepSeek V3.1 API price and speed together?
Yes. LMSpeed shows DeepSeek V3.1 API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
Is DeepSeek V3.1 API free?
Yes, DeepSeek V3.1 free API options are available through 3 providerundefined other undefined} on LMSpeed, including Zero API, 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 DeepSeek V3.1 free API access?
LMSpeed currently lists 3 free API providerundefined other undefined} for DeepSeek V3.1: Zero API, 兔子API, 兔子API. Check each provider row before using it because free tier limits can change.

Also known as

DeepSeek-V3.1DeepSeek-V3.1-FastDeepSeek-V3.1-Fast:4T1MSlXFTwTvL7SxmbKNM2DeepSeek-V3.1-freeDeepSeek-V3.1-global

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

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