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DeepSeek V4 Pro

DeepSeek-V4 series incorporate several key upgrades in architecture and optimization: (1) a hybrid attention architecture that combines Compressed Sparse Attention (CSA) and Heavily Compressed Attention (HCA) to improve long-context efficiency; (2) ManifoldConstrained Hyper-Connections (mHC) that enhance conventional residual connections; (3) and the Muon optimizer for faster convergence and greater training stability.

text → text · made by DeepSeek

$1.32$3.96per Mtok in / out
DeepSeek · 21 sellers

Sold by 54 ways

SellerLaneRate
Writer apistandard$0.44per Mtok in$0.87per Mtok outdev.writer.com · read 2026-08-25
DigitalOcean cloudstandard$0.87per Mtok in$1.74per Mtok out$0.17per Mtok cachedmodels.dev · read 2026-09-16
DeepSeek apistandard$1.32per Mtok in$3.96per Mtok out$0.044per Mtok cachedapi-docs.deepseek.com · read 2026-08-24
Microsoft Azure AI cloudstandard$1.74per Mtok in$3.48per Mtok out$0.14per Mtok cachedmodels.dev · read 2026-09-16
Alibaba apistandard$2.4per Mtok in$4.8per Mtok outalibabacloud.com · read 2026-08-24
Hugging Face Inference Providers 4 ways$0.43per Mtok in$0.87per Mtok out$0.0036per Mtok cached
Hugging Face Inference Providers aggregatorstandard$0.43per Mtok in$0.87per Mtok out$0.0036per Mtok cachedmodels.dev · read 2026-09-16
Hugging Face Inference Providers aggregatordeepinfra$1.3per Mtok in$2.6per Mtok outrouter.huggingface.co · read 2026-08-25
Hugging Face Inference Providers aggregatornovita$1.6per Mtok in$3.2per Mtok outrouter.huggingface.co · read 2026-08-25
Hugging Face Inference Providers aggregatorbaseten$1.74per Mtok in$3.48per Mtok outrouter.huggingface.co · read 2026-08-25
Hugging Face Inference Providers aggregatornot on the seller's list todayfireworks-ai$1.74per Mtok in$3.48per Mtok outrouter.huggingface.co · read 2026-08-25
Hugging Face Inference Providers aggregatornot on the seller's list todaytogether$1.74per Mtok in$3.48per Mtok outrouter.huggingface.co · read 2026-08-25
Vercel AI Gateway aggregatorstandard$0.66per Mtok in$1.98per Mtok out$0.022per Mtok cachedvercel.com · read 2026-08-25
Vercel AI Gateway aggregatornot on the seller's list todaysandbox$0.66per Mtok in$1.98per Mtok outvercel.com · read 2026-08-25
Requesty 0 ways$0.94per Mtok in$1.87per Mtok out$0.072per Mtok cached
Requesty aggregatornot on the seller's list todaydeepinfra flex$0.94per Mtok in$1.87per Mtok out$0.072per Mtok cachedrouter.requesty.ai · read 2026-08-25
Requesty aggregatornot on the seller's list todaydeepinfra$1.04per Mtok in$2.08per Mtok out$0.08per Mtok cachedrouter.requesty.ai · read 2026-08-30
Requesty aggregatornot on the seller's list todaydoubleword flex$1.18per Mtok in$2.48per Mtok outrouter.requesty.ai · read 2026-08-25
Requesty aggregatornot on the seller's list todaydoubleword$1.31per Mtok in$2.75per Mtok outrouter.requesty.ai · read 2026-08-30
Requesty aggregatornot on the seller's list todayfireworks$1.74per Mtok in$3.48per Mtok out$0.15per Mtok cachedrouter.requesty.ai · read 2026-08-28
Requesty aggregatornot on the seller's list todaynebius$1.75per Mtok in$3.5per Mtok out$1.75per Mtok cachedrouter.requesty.ai · read 2026-08-28
Requesty aggregatornot on the seller's list todaytensorx$1.75per Mtok in$3.5per Mtok out$0.44per Mtok cachedrouter.requesty.ai · read 2026-08-28
Nous Research aggregatorstandard$0.94per Mtok in$1.89per Mtok out$0.08per Mtok cachedinference-api.nousresearch.com · read 2026-09-16
OpenRouter 16 ways$1.6per Mtok in$3.2per Mtok out$0.14per Mtok cached
OpenRouter aggregatorstreamlake/fp8$0.96per Mtok in$1.91per Mtok out$0.08per Mtok cachedopenrouter.ai · read 2026-09-15
OpenRouter aggregatorgmicloud/fp8$0.96per Mtok in$1.91per Mtok out$0.08per Mtok cachedopenrouter.ai · read 2026-09-08
OpenRouter aggregatordigitalocean$1.04per Mtok in$2.09per Mtok out$0.21per Mtok cachedopenrouter.ai · read 2026-09-15
OpenRouter aggregatornot on the seller's list todayionstream/fp4$1.13per Mtok in$2.26per Mtok out$0.094per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatorcloudflare$1.15per Mtok in$2.55per Mtok out$0.2per Mtok cachedopenrouter.ai · read 2026-09-14
OpenRouter aggregatornot on the seller's list todaycoreweave/fp8$1.15per Mtok in$2.55per Mtok out$0.2per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatordeepinfra/fp8$1.3per Mtok in$2.6per Mtok out$0.1per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatoralibaba/fp8$1.42per Mtok in$2.83per Mtok out$0.12per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatorsiliconflow/fp8$1.5per Mtok in$3.13per Mtok out$0.14per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatorstandard$1.6per Mtok in$3.2per Mtok out$0.14per Mtok cachedopenrouter.ai · read 2026-09-13
OpenRouter aggregatornovita/fp8$1.6per Mtok in$3.2per Mtok out$0.14per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatorvenice$1.65per Mtok in$3.3per Mtok out$0.33per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatoratlas-cloud/fp4$1.68per Mtok in$3.38per Mtok out$0.13per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatorbaidu/fp8$1.69per Mtok in$3.38per Mtok out$0.14per Mtok cachedopenrouter.ai · read 2026-09-14
OpenRouter aggregatorbaseten/fp4$1.74per Mtok in$3.48per Mtok out$0.14per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatornot on the seller's list todayfireworks$1.74per Mtok in$3.48per Mtok out$0.14per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatorparasail/fp8$1.74per Mtok in$3.48per Mtok out$0.1per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatornot on the seller's list todaytogether$1.74per Mtok in$3.48per Mtok out$0.2per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatorazure/us$1.91per Mtok in$3.83per Mtok out$0.16per Mtok cachedopenrouter.ai · read 2026-08-25
OpenRouter aggregatornextbit/fp8$2.8per Mtok in$5.5per Mtok out$0.6per Mtok cachedopenrouter.ai · read 2026-09-16
Fireworks AI 2 ways$1.74per Mtok in$3.48per Mtok out$0.14per Mtok cached
Fireworks AI aggregatorpriority$1.2per Mtok in$1.2per Mtok out$0.6per Mtok cachedraw.githubusercontent.com · read 2026-09-16
Fireworks AI aggregatorstandard$1.74per Mtok in$3.48per Mtok out$0.14per Mtok cacheddocs.fireworks.ai · read 2026-08-24
DeepInfra aggregatorstandard$1.3per Mtok in$2.6per Mtok out$0.1per Mtok cachedapi.deepinfra.com · read 2026-08-25
Avian aggregatorstandard$1.3per Mtok in$2.61per Mtok out$0.11per Mtok cachedapi.avian.io · read 2026-09-16
ElectronHub aggregatorstandard$1.5per Mtok in$3per Mtok outapi.electronhub.ai · read 2026-09-16
Novita AI aggregatorstandard$1.6per Mtok in$3.2per Mtok out$0.14per Mtok cachedapi.novita.ai · read 2026-08-25
Venice AI aggregatorstandard$1.65per Mtok in$3.3per Mtok out$0.33per Mtok cachedmodels.dev · read 2026-09-16
Baseten aggregatorstandard$1.74per Mtok in$3.48per Mtok out$1.74per Mtok cachedbaseten.co · read 2026-08-25
SiliconFlow aggregatorstandard$1.74per Mtok in$3.48per Mtok out$0.14per Mtok cachedmodels.dev · read 2026-09-16
Together AI aggregatorstandard$1.74per Mtok in$3.48per Mtok out$0.2per Mtok cacheddocs.together.ai · read 2026-08-24
Nebius Token Factory aggregatorstandard$1.75per Mtok in$3.5per Mtok outtokenfactory.nebius.com · read 2026-08-25
Inference.net aggregatorstandard$2.1per Mtok in$4.2per Mtok out$0.0036per Mtok cachedapi.inference.net · read 2026-09-16
PPIO aggregatorstandard$9per Mtok in$27per Mtok outapi.ppinfra.com · read 2026-09-16

Measured 29 standings

PlaceBoardMetricScore
6thof 32AIME 2026Accuracy (± 95% CI) (max)96.67
6thof 35Swe bench verified — Epoch AImean_score (max)77.64
9thof 17Cl bench life — Epoch AIOverall (high)0.135
14thof 17SWE-rebench Leaderboard (default window 15/05/2026–01/07/2026, 111 problems)Resolved Rate (%) (high)40.2
21stof 128LMArena · WebDevScore (Elo) (high)1581
21stof 26Surface evolver bench — Epoch AIMean score (high)0.4
25thof 30Frontiercode — Epoch AIMain score (none)0.176
26thof 290OTIS Mock AIME 2024-2025mean_score (max)96.667
28thof 161Dtbench — Epoch AIAccuracy (max)90.67
28thof 46LMArena · AgentNet Improvement (%) (high)4.14
30thof 80Simpleqa verified — Epoch AImean_score (max)46.994
33rdof 313GPQA Diamondmean_score (high)90.909
33rdof 123Lmca — Epoch AIScore (max)41.2
39thof 60Vending bench 2 — Epoch AIScore3284.52
42ndof 112Ale bench — Epoch AIPerformance (high)1006.08
43rdof 106Frontiermath tiers 1 3 v2 — Epoch AImean_score (max)45.263
43rdof 64Proofbench — Epoch AIAccuracy (max)16
43rdof 105Vectara Hallucination LeaderboardHallucination Rate8.6
50thof 402LMArena · TextScore (Elo) (high)1463
52ndof 121Webdev arena — Epoch AIArena Score (high)1463.8
56thof 62Frontiermath tier 4 v2 — Epoch AImean_score (max)2.439
57thof 177Critpt — Epoch AIAccuracy (max)12.857
60thof 168Scicode — Epoch AIScore (max)50
65thof 302Artificial Analysis · Intelligence IndexArtificial Analysis Intelligence Index (max)31
70thof 127Mystery game puzzles — Epoch AImean_score (none)17
72ndof 170Weirdml — Epoch AIAccuracy (max)48.9
74thof 81Forecastbench — Epoch AIOverall score55.3
90thof 222Chess puzzles — Epoch AImean_score (max)20
242ndof 656Epoch capabilities index — Epoch AIECI Score (max)149.2

About

DeepSeek V4 Pro — a text model from DeepSeek, sold by 21 companies from $0.43 in and $0.87 out per million tokens, placed 26th of 290 on OTIS Mock AIME 2024-2025.

It takes text and returns text, with a context window of 1,000,000 tokens. It was published in April 2026, trained on material up to May 2025. Its sellers say it can reason step by step and call a tool. The catalogue files it under extract, reasoning, code and agents. 21 companies sell it. The cheapest is $0.43 in and $0.87 out per million tokens at Hugging Face Inference Providers. Beside the standard rate there are faster, separately routed and regional lanes. It has been measured on 29 boards, and stands best at 26th of 290 on OTIS Mock AIME 2024-2025.

Every current figure

Maker
DeepSeek
Register
model
Takes
text
Returns
text
Context
1,000,000 tokens
Published
April 2026
Knowledge to
May 2025
Parameters
1599 billion
Licence
not read
Sellers
21
Price
$0.43 in and $0.87 out per million tokens — Hugging Face Inference Providers
Boards
29
Best place
26th of 290 — OTIS Mock AIME 2024-2025

Known as 16 names

DeepSeek-v4-Pro (Max)DeepSeek v4 (max)DeepSeek V4 Pro (High) (0813)deepseek-v4-pro-high-20260813DeepSeek-V4 Pro [high]deepseek-v4-proV4 Prodeepseek-ai/DeepSeek-V4-Profireworks/deepseek-v4-prodeepseek/deepseek-v4-prodeepinfra/deepseek-ai/DeepSeek-V4-Prodeepinfra/deepseek-ai/DeepSeek-V4-Pro:flexdoubleword/deepseek-v4-prodoubleword/deepseek-v4-pro:flexnebius/deepseek-ai/deepseek-v4-protensorx/deepseek-v4-pro