DeepSeek
·Released on May 28, 2025

DeepSeek R1 API Benchmarks, Pricing & Provider Data

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DeepSeek R1 benchmark, API pricing, and provider data cover 743 API providers, with prices starting at $0.0034/request. DeepSeek R1 free API options are available from 7 providers. The page also shows measured API speed and first-token latency.

DeepSeek R1 is a reasoning-focused language model in the DeepSeek series, designed for complex reasoning, problem-solving, and analytical tasks.

Quality
0.0
LMSpeed score
Speed
52char/s
10.36 s
Cost
#131of 181
$0.0034/ 1M · 8:1 in:out
$0.0005 in · $0.0029 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.Agents41.2Coding49.7Reasoning50.2Knowledge44.7Math57Multilingual-Multimodal-Instruction following43.3
#1Math57Estimated2/4 Measured dimensions
80% interval: 45.268.8
foundational math57.8
math_500 · math_500
competition math56.2
aime · aime
proof frontierPrior only
applied tool mathPrior only
#2Reasoning50.2RatedGlobal rank #403/4 Measured dimensions
80% interval: 41.558.9
abstract logicPrior only
scientific causal47.7
critpt · critpt / gpqa · gpqa / hle · hle
multistep constraints56.1
mmlu_pro · mmlu_pro
evidence verification46.8
lcr · lcr
#3Coding49.7Provisional1/4 Measured dimensions
80% interval: 35.763.6
code generation49.7
livecodebench · livecodebench / scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
#4Knowledge44.7Provisional1/4 Measured dimensions
80% interval: 28.760.7
broad knowledge44.7
aa_omniscience · aa_omniscience_index
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
#5Instruction following43.3Provisional1/4 Measured dimensions
80% interval: 27.359.3
constraint followingPrior only
structured outputPrior only
novel instruction generalization43.3
ifbench · aa_if_bench
long multiturn instructionPrior only
#6Agents41.2Provisional1/4 Measured dimensions
80% interval: 25.257.2
planningPrior only
tool use41.2
tau · tau2_bench
environment executionPrior only
recovery reliabilityPrior only
No data:MultilingualMultimodal

Specifications

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

INPUT
64Ktokens
76.8 pages of text
OUTPUT
16Ktokens
8K128K1M4M
64K

Features

Technical Details

Input
Output
Released
May 2025
Knowledge cutoff
2024-07-31
Tokenizer
DeepSeek
Architecture
text->text
Instruct type
deepseek-r1
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoningmax_tokenspresence_penaltyreasoningrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_p

Rankings

Excels at

Falls behind in

Detailed scores

Updated: Sep 1, 2026

Pricing

undefined metric} other undefined metrics}}

Input price$1.35/M#131 / 181Output price$3.00/M#98 / 181
Input price
LMSpeed rank#131
Score$1.35/M
UpdatedSep 1, 2026
Confidence4
Output price
LMSpeed rank#98
Score$3.00/M
UpdatedSep 1, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Provisional

Score41.280% interval25.2–57.21/4 Measured dimensionsΤ²-bench results36.5#71 / 82
Dimensions and evidence
Planning & decompositionPrior only
Tool use41.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
tau · tau2_bench · z -1.29 · q 1.00
Environment & long-horizon executionPrior only
Recovery & completion reliabilityPrior only
Τ²-bench resultsV3 evidence
LMSpeed rank#71
Score36.5
UpdatedAug 20, 2026
Confidence1

Coding

V3.0

undefined metric} other undefined metrics}} · Provisional

Score49.780% interval35.7–63.61/4 Measured dimensionsLiveCodeBench77.0%#22 / 115SciCode40.3%#82 / 206
Dimensions and evidence
Code generation49.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z 0.36 · q 1.00
scicode · scicode · z -0.20 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#22
Score77.0%
UpdatedSep 1, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#82
Score40.3%
UpdatedSep 1, 2026
Confidence4
AA-SciCodeV3 evidence
LMSpeed rank#66
Score40.3
UpdatedAug 20, 2026
Confidence1

Reasoning

V3.0

undefined metric} other undefined metrics}} · Rated

Score50.2#4080% interval41.5–58.93/4 Measured dimensionsMMLU-Pro84.4%#32 / 129GPQA81.3%#88 / 213
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning47.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z -0.29 · q 1.00
gpqa · gpqa · z -0.31 · q 1.00
hle · hle · z -0.35 · q 1.00
Multi-step constraints56.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z 0.61 · q 1.00
Evidence integration & verification46.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z -0.78 · q 1.00
MMLU-ProV3 evidence
LMSpeed rank#32
Score84.4%
UpdatedSep 1, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#88
Score81.3%
UpdatedSep 1, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#94
Score15.8%
UpdatedSep 1, 2026
Confidence4
AA-LCRV3 evidence
LMSpeed rank#75
Score56.7
UpdatedAug 20, 2026
Confidence1
CritPtV3 evidence
LMSpeed rank#61
Score1.4
UpdatedAug 20, 2026
Confidence1

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score44.780% interval28.7–60.71/4 Measured dimensionsArtificial Analysis Intelligence Index20.4#84 / 111AA-GPQA Diamond81.3#69 / 108
Dimensions and evidence
Broad knowledge44.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · aa_omniscience_index · z -0.79 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#84
Score20.4
UpdatedAug 20, 2026
Confidence1
AA-GPQA Diamond
LMSpeed rank#69
Score81.3
UpdatedAug 20, 2026
Confidence1
AA-HLE
LMSpeed rank#71
Score15.8
UpdatedAug 20, 2026
Confidence1
AA-Omniscience Accuracy
LMSpeed rank#51
Score30.5
UpdatedAug 20, 2026
Confidence1
AA-Omniscience Hallucination Rate
LMSpeed rank#32
Score83.4
UpdatedAug 20, 2026
Confidence1

Math

V3.0

undefined metric} other undefined metrics}} · Estimated

Score5780% interval45.2–68.82/4 Measured dimensionsAIME89.3%#4 / 68MATH-50098.3%#6 / 73
Dimensions and evidence
Foundational math57.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
math_500 · math_500 · z 1.07 · q 1.00
Competition math56.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aime · aime · z 0.81 · q 1.00
Advanced proofsPrior only
Applied & tool-assisted mathPrior only
AIMEV3 evidence
LMSpeed rank#4
Score89.3%
UpdatedSep 1, 2026
Confidence4
MATH-500V3 evidence
LMSpeed rank#6
Score98.3%
UpdatedSep 1, 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}} · Provisional

Score43.380% interval27.3–59.31/4 Measured dimensionsAA-IFBench39.6#69 / 84
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization43.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z -1.17 · q 1.00
Multi-turn & long instructionsPrior only
AA-IFBenchV3 evidence
LMSpeed rank#69
Score39.6
UpdatedAug 20, 2026
Confidence1

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
Novita
novita/fp8
$0.700/M$2.50/M100.0%undefined tokens / undefined tokens

Pricing Comparison

Compare DeepSeek R1 API pricing across 736 providers. Prices range from $0.0034/request to $95.45/M. 乐天图书馆 offers the lowest rate at $0.0034/request. 7 providers offer free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
deepseek-ai/DeepSeek-R1
default
$6.00/M
$24.00/M
103.7 t/s
2.24 s
L1
100%
deepseek-r1
default
$0.050/request
-
L1
100%
Ascend/DeepSeek-R1
default
-33%$0.900/M
$3.60/M
L1
100%
Azure/DeepSeek-R1
default
$3.00/M
$12.00/M
L1
100%
deepseek-r1-0528
default
$6.00/M
$24.00/M
L1
100%
ocoolAI/DeepSeek-R1
default
$3.90/M
$15.60/M
L1
100%
DeepSeek-R1
default
$6.00/M
$24.00/M
L1
100%
deepseek-r1-250528
default
-80%$0.274/M
-63%$1.10/M
L1
100%
deepseek-r1-0528
default
-80%$0.274/M
-63%$1.10/M
L1
100%
deepseek-r1-250120
default
-80%$0.274/M
-63%$1.10/M
L1
100%
deepseek-r1
default
-80%$0.274/M
-63%$1.10/M
L1
100%
deepseek-r1-2025-01-20
default
-80%$0.274/M
-63%$1.10/M
L1
100%
deepseek-r1
default
-59%$0.548/M
-27%$2.19/M
L1
100%
deepseek-ai/DeepSeek-R1
deepseek_domestic_3rd_party_02
-92%$0.110/M
-85%$0.438/M
L1
100%
deepseek-r1-0528
default
-59%$0.548/M
-27%$2.19/M
L1
100%
deepseek-r1-250120
default
-59%$0.548/M
-27%$2.19/M
L1
100%
deepseek-r1-250528
default
-59%$0.548/M
-27%$2.19/M
L1
100%
siliconflow/deepseek-r1-0528
default
$10.27/M
$10.27/M
L1
100%
deepseek-r1-2025-01-20
default
-59%$0.548/M
-27%$2.19/M
L1
100%
deepseek-r1-250528
default
-59%$0.548/M
-27%$2.19/M
Showing 20 model IDs of 150.

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Frequently Asked Questions

What benchmark data does DeepSeek R1 include?
LMSpeed shows DeepSeek R1 benchmark context, API price, output speed, first-token latency, and provider data across 743 providers when those signals are available.
What is the DeepSeek R1 API price?
DeepSeek R1 has pricing from 743 providers, ranging from $0.0034/request to $95.45/M. 乐天图书馆 has the lowest listed price.
What does the DeepSeek R1 API pricing table include?
The DeepSeek R1 API pricing table compares 743 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 R1 API pricing?
乐天图书馆 currently has the lowest listed DeepSeek R1 price at $0.0034/request across 743 providers.
Can I compare DeepSeek R1 API price and speed together?
Yes. LMSpeed shows DeepSeek R1 API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
Is DeepSeek R1 API free?
Yes, DeepSeek R1 free API options are available through 7 providerundefined other undefined} on LMSpeed, including 兔子API, 兔子API, 兔子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 R1 free API access?
LMSpeed currently lists 7 free API providerundefined other undefined} for DeepSeek R1: 兔子API, 兔子API, 兔子API, 兔子API, 兔子API. Check each provider row before using it because free tier limits can change.

Also known as

360/deepseek-r1Ascend/DeepSeek-R1Azure/DeepSeek-R1DeepSeek-R1DeepSeek-R1-0528

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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