DeepSeek
·Released on Sep 29, 2025

DeepSeek V3.2 Exp API Benchmarks, Pricing & Provider Data

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DeepSeek V3.2 Exp benchmark, API pricing, and provider data cover 39 API providers, with prices starting at $0.107/M.

DeepSeek-V3.2-Exp is an experimental large language model released by DeepSeek as an intermediate step between V3.1 and future architectures. It introduces DeepSeek Sparse Attention (DSA), a fine-grai...

Cost
#52of 180
$0.107/ 1M · 8:1 in:out
$0.017 in · $0.090 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-Coding53.3Reasoning54Knowledge-Math52.7Multilingual-Multimodal-Instruction following-
#1Reasoning54Estimated2/4 Measured dimensions
80% interval: 42.865.1
abstract logicPrior only
scientific causal51.7
gpqa · gpqa / hle · hle
multistep constraints56.2
mmlu_pro · mmlu_pro
evidence verificationPrior only
#2Coding53.3Provisional1/4 Measured dimensions
80% interval: 39.467.3
code generation53.3
livecodebench · livecodebench / scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
#3Math52.7Provisional1/4 Measured dimensions
80% interval: 36.568.8
foundational math52.7
aa_math_index · artificial_analysis_math_index
competition mathPrior only
proof frontierPrior only
applied tool mathPrior only
No data:AgentsKnowledgeMultilingualMultimodalInstruction following

Specifications

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

INPUT
163.8Ktokens
196.6 pages of text
OUTPUT
65.5Ktokens
8K128K1M4M
163.8K

Features

Technical Details

Input
Output
Released
Sep 2025
Knowledge cutoff
2025-07-31
Tokenizer
DeepSeek
Architecture
text->text
Instruct type
deepseek-v3.1
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p

Rankings

Excels at

Detailed scores

Updated: Aug 22, 2026

Pricing

undefined metric} other undefined metrics}}

Input price$0.280/M#52 / 180Output price$0.420/M#20 / 180
Input price
LMSpeed rank#52
Score$0.280/M
UpdatedAug 22, 2026
Confidence4
Output price
LMSpeed rank#20
Score$0.420/M
UpdatedAug 22, 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

Score53.380% interval39.4–67.31/4 Measured dimensionsLiveCodeBench55.4%#51 / 115SciCode39.9%#85 / 204
Dimensions and evidence
Code generation53.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z 0.91 · q 1.00
scicode · scicode · z -0.04 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#51
Score55.4%
UpdatedAug 22, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#85
Score39.9%
UpdatedAug 22, 2026
Confidence4

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score5480% interval42.8–65.12/4 Measured dimensionsMMLU-Pro83.6%#39 / 129GPQA73.8%#123 / 211
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning51.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z 0.15 · q 1.00
hle · hle · z 0.06 · q 1.00
Multi-step constraints56.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z 0.62 · q 1.00
Evidence integration & verificationPrior only
MMLU-ProV3 evidence
LMSpeed rank#39
Score83.6%
UpdatedAug 22, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#123
Score73.8%
UpdatedAug 22, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#122
Score9.0%
UpdatedAug 22, 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}} · Provisional

Score52.780% interval36.5–68.81/4 Measured dimensions
Dimensions and evidence
Foundational math52.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_math_index · artificial_analysis_math_index · z 0.76 · 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

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

3 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
$0.270/M$0.410/M99.6%undefined tokens / undefined tokens
AtlasCloud
atlas-cloud/fp8
$0.270/M$0.410/M99.3%undefined tokens / undefined tokens
SiliconFlow
siliconflow/fp8
$0.270/M$0.410/M97.7%undefined tokens / undefined tokens

Pricing Comparison

Compare DeepSeek V3.2 Exp API pricing across 39 providers. Prices range from $0.107/M to $0.764/M. Zhongzhuan Chat offers the lowest rate at $0.107/M.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
99%
deepseek-v3.2-exp
default
-9%$0.255/M
Cache read$0.025/M
-9%$0.382/M
L1
99%
deepseek-v3.2-exp
default
-9%$0.255/M
Cache read$0.025/M
-9%$0.382/M
L1
100%
deepseek-v3.2-exp
default
-51%$0.137/M
Cache read$0.014/M
-51%$0.205/M

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does DeepSeek V3.2 Exp include?
LMSpeed shows DeepSeek V3.2 Exp benchmark context, API price, output speed, first-token latency, and provider data across 39 providers when those signals are available.
What is the DeepSeek V3.2 Exp API price?
DeepSeek V3.2 Exp has pricing from 39 providers, ranging from $0.107/M to $0.764/M. Zhongzhuan Chat has the lowest listed price.
What does the DeepSeek V3.2 Exp API pricing table include?
The DeepSeek V3.2 Exp API pricing table compares 39 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 V3.2 Exp API pricing?
Zhongzhuan Chat currently has the lowest listed DeepSeek V3.2 Exp price at $0.107/M across 39 providers.
Is DeepSeek V3.2 Exp API free?
DeepSeek V3.2 Exp does not currently have a free API tier on LMSpeed. All 39 providers charge per token.

Also known as

deepseek-v3.2-exp

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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