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DeepSeek

PrivateFounded 2023🇨🇳Hangzhou, Zhejiang, ChinaCEO Liang Wenfeng

DeepSeek is a Hangzhou-based AI lab, founded in July 2023 by hedge-fund billionaire Liang Wenfeng as a spin-off of his quant fund High-Flyer, that builds frontier open-weight language models at radically low cost.

Latest update Sep 30, 2026

01

Overview

Its January 2025 R1 reasoning model - released under an MIT license and trained for a small fraction of US-lab budgets - briefly made its free chatbot the top US iOS app and triggered a historic market rout in which Nvidia shed roughly $600B in a day. As of September 14, 2026 the live Flash model is DeepSeek-V4.1-Flash (552B MoE, 8B active on input / 16B on output, native vision; API name deepseek-flash), launched September 10, with V4-Pro API traffic routing to it from 04:00 UTC on September 14 until V4.1-Pro ships. V4-Pro (1.6T total / 49B active) had reached general availability on August 12, 2026, both MIT-licensed with 1M-token context and reportedly trained on Huawei Ascend chips. On August 21 it opened image inputs via DeepSeek-V4-Flash-Vision-Exp, and on August 31 it published those ~305B-parameter weights under an MIT license. DeepSeek serves ~130M monthly active users in China (QuestMobile, May 2026), third among domestic AI apps behind ByteDance's Doubao and Alibaba's Qwen, and monetizes through an API now billed on peak/off-peak rates, with V4.1-Flash off-peak at 50 percent of peak from September 10. After operating for three years on High-Flyer's money alone, it closed a record ~$7B maiden round at a ~$52B valuation in June 2026 - with most investors taking non-voting stakes that preserve Liang's control - and as of September 8, 2026 was still finalizing a follow-on raise of about 50B yuan (~$7.4B) at a ~$74B pre-money valuation that sources had expected to close by the end of August, while preparing a mainland IPO targeted for 2027.

deepseek.comUpdated Sep 14, 2026

Analysis · 6 min read · Aug 9, 2026The long view on DeepSeek: strategy, technology and what to watch

02

What's next5

  1. 2026-2028

    Build out a gigawatt-scale data center in Inner Mongolia

    Deploy proceeds of the ~$7B round into self-operated data centers built on Huawei Ascend chips to serve AI-agent workloads, deepening the domestic-silicon strategy proven by V4's Nvidia-free training run. Bloomberg reported on July 30, 2026 that DeepSeek is developing a roughly one-gigawatt facility in Ulanqab, Inner Mongolia, building part of it itself while leasing additional capacity from other providers, and targeting bringing at least part of the capacity online in late 2027 or early 2028. Bloomberg reported on September 4, 2026 that DeepSeek plans to deploy at least 160,000 of Huawei's next-generation Ascend 950DT chips at the facility for running (not training) its models, which would be among the largest known clusters of Chinese AI accelerators; Huawei's limited production capacity is expected to cap 950DT output in the low hundreds of thousands of units this year, so delivery could take more than a year, and DeepSeek has reportedly asked Beijing to help secure faster, larger allocations.

  2. 2026 and beyond

    Build out the Unitree AI pact into shipped embodied-intelligence work

    Follow through on the August 6, 2026 agreement disclosed alongside DeepSeek's 140.8M yuan (~$20.8M) strategic stake in Unitree Robotics' Shanghai IPO: a pact to jointly develop AI models for humanoid robots, with Unitree giving DeepSeek priority on model-training procurement and DeepSeek favoring Unitree for robots and embodied-AI applications. It is DeepSeek's first disclosed move into robotics, and the shares carry a 36-month lock-up. No shipped joint output has been disclosed yet.

  3. Late 2026

    File for a mainland China IPO

    TargetLate 2026 (filing); 2027 (listing)

    Submit the domestic listing filing reported to be targeted for late 2026 toward a public debut on Shanghai's STAR Market in 2027. Reuters reported on September 9, 2026 that DeepSeek has tapped CITIC Securities to prepare the offering and aims to begin the listing process this year; South China Morning Post said CITIC is one of four underwriters. Deal size, timetable and target valuation are not set. The follow-on raise paused in late July after founder Liang Wenfeng's leaked investor remarks went viral resumed around August 6, 2026, and by late August DeepSeek was finalizing the round at roughly 50B yuan (~$7.4B) and a ~$74B pre-money valuation with returning backers Monolith Management, Shixiang Capital, Tencent and CATL. Sources had expected that raise to close by the end of August 2026; as of September 9, 2026 no public confirmation of a close has appeared, and no IPO filing has been announced.

  4. V4.1-Pro undated

    Launch DeepSeek-V4.1-Pro and close the 50 billion yuan follow-on round

    TargetV4.1-Pro undated; round targeting end of October 2026

  5. No date announced

    Launch DeepSeek-V4.1-Pro

    DeepSeek said V4.1-Flash will stand in for V4-Pro on the API from 04:00 UTC on September 14, 2026, with all deepseek-v4-pro requests routing to V4.1-Flash at Flash rates until V4.1-Pro launches. No launch date for V4.1-Pro has been announced.

03

Latest news19

  1. DeepSeek open-sources Ascend tools with Huawei support

    DeepSeek said on September 30, 2026 via its official WeChat account that it has open-sourced Ascend-platform infrastructure matching its Nvidia-side stack, including TileLang plus DeepGEMM, DeepEP, TileKernels, FlashMLA and DeepSelect. Phoenix reprints said Huawei's team supported the work and that the companies jointly advanced a 128-card supernode based on Ascend 950. SCMP reported TileLang now lists Ascend 950 support, and DeepSeek's DeepGEMM-Ascend GitHub repository describes a matrix-multiplication library for Huawei Ascend NPUs.

    tech.ifeng.com tech.ifeng.com www.scmp.com github.com + Huawei Investment & Holding Co., Ltd.

  2. DeepSeek's annualised revenue run rate hits $1 billion, report says

    The Information reported on September 24, citing two people with direct knowledge, that DeepSeek's annualised revenue run rate has reached $1 billion, more than double a few months earlier. CEO Liang Wenfeng shared the figure with investors as the company targets a second funding round of 50 billion yuan ($7.45 billion) at a 500 billion yuan valuation by the end of October; Reuters said it could not immediately verify the report and could not reach DeepSeek. The same report said recent 2.3x to 4.5x model price increases helped the run-rate, and that Liang is still allocating more than 70% of compute to training.

    www.reuters.com www.reuters.com

  3. DeepSeek discloses DSec agent-training sandbox platform

    DeepSeek posted an arXiv systems paper describing DeepSeek Elastic Compute, a production sandbox platform used for agent reinforcement-learning. The paper, with more than 130 authors including founder Liang Wenfeng as corresponding author, says a production unit of about 160 nodes serves about 3 million sandboxes a day, more than 380,000 concurrent sandboxes and more than 5,000 sandbox creations per second. Bloomberg reported the disclosure on September 25. The scale figures are DeepSeek's own and have not been independently measured; the paper is not an open-source release.

    arxiv.org www.thestar.com.my

  4. DeepSeek launches V4.1-Flash and retires V4-Pro

    DeepSeek launched DeepSeek-V4.1-Flash on September 10 as a 552-billion-parameter mixture-of-experts model with a Causal Encoder-Decoder architecture, 8 billion active parameters on input and 16 billion on output, and native visual understanding. The API model name is deepseek-flash; V4-Flash and V4-Flash-Vision-Exp are retired, with compatibility aliases routing to V4.1-Flash. Starting at 04:00 UTC on September 14, all deepseek-v4-pro requests route to V4.1-Flash at Flash rates until V4.1-Pro launches, and new peak/off-peak pricing (off-peak at 50 percent of peak) took effect at 04:00 UTC on September 10.

    DeepSeek The Register

  5. CISA warns of industrial-scale China AI distillation

    CISA, NSA and the FBI warned on September 8, 2026 that China-based AI companies have run industrial-scale knowledge-distillation campaigns against US frontier models since at least late 2024. The agencies named DeepSeek, Moonshot AI, Alibaba, MiniMax, StepFun and Z.AI as extracting billions of tokens across millions of requests from Claude, GPT, Gemini and Grok variants, in violation of US providers' terms of service. They urged US labs to detect anomalous accounts, degrade suspected distillation traffic and share intelligence across providers.

    CISA CISA advisory AA26-251A + Moonshot AI+ Zhipu AI (Z.ai)

04

Products3

05

Key metrics

Employees
~150-200

(mid-2026); doubling headcount across departments underway

Est. annual revenue

The Information reported an annualised revenue run rate of $1 billion as of late September 2026, more than double from under $500 million a few months earlier. Reuters and PYMNTS could not verify independently; DeepSeek did not comment. This is a forward run rate, not $1 billion of booked trailing-twelve-month revenue. The Information separately said first-seven-month 2026 revenue was about 475 million yuan (about $70.7 million).

Valuation
~$52B after the June 2026 maiden round

a follow-on targeting ~50B yuan (~$7.4B) at a ~$74B pre-money valuation was still being finalized as of September 8, 2026, past the end-of-August close sources had expected, with no public confirmation of a close

Monthly Active Users
~130M in China

(QuestMobile, May 2026, published Jul 14 - the most recent published QuestMobile snapshot as of late August 2026); third-largest Chinese AI-native app behind ByteDance's Doubao (~382M MAU) and Alibaba's Qwen (~167M MAU)

China Chatbot Market Share

Third among China's AI-native apps by MAU (QuestMobile, May 2026), behind Doubao and Qwen - the earlier ~89% 'dominant' estimate reflected the Jan 2025 R1-launch spike and no longer holds

App Downloads
~173M cumulative since Jan 2025 (est.)
V4 API Pricing

V4.1-Flash peak/off-peak pricing took effect at 04:00 UTC on September 10, 2026; off-peak rates are 50 percent of peak. Starting 04:00 UTC on September 14, deepseek-v4-pro requests route to V4.1-Flash at Flash rates until V4.1-Pro launches. DeepSeek did not republish dollar amounts on the V4.1-Flash announcement. The prior table (in effect since August 16) listed V4-Flash and Vision-Exp at $0.22/$0.66 off-peak and $0.44/$1.32 peak per million cache-miss input/output tokens, and V4-Pro at $0.66/$1.98 off-peak and $1.32/$3.96 peak

Claimed V3 Training Cost
~$5.6M

(2.788M H800 GPU-hours, per DeepSeek's own Dec 2024 V3 technical report) vs ~$100M+ est. for GPT-4

Employees
~150-200

(mid-2026); DeepSeek announced Jun 25, 2026 plans to double headcount across departments (pre-training data, server engineering, AI search, data-center ops, a new Harness agent team) following its $7.4B raise. No newer official headcount has been published as of September 8, 2026

Annualised revenue run rate

The Information, citing two people with knowledge, said Liang told investors the annualised run rate reached $1 billion, more than double from under $500 million a few months earlier, helped by a 2.3-4.5x model price rise. Reuters could not verify and DeepSeek did not comment. This is a forward pace, not booked FY revenue. First-seven-month 2026 revenue was separately reported at about 475 million yuan. The follow-on round is still described as targeting 50 billion yuan at a 500 billion yuan valuation by the end of October, with no public close as of 26 Sep 2026.

V4 API Pricing

Official table as of 26 Sep 2026: V4.1-Flash (deepseek-flash) cache-miss input/output $0.15/$0.60 off-peak and $0.30/$1.20 peak per million tokens; V4-Pro-0813 $0.66/$1.98 off-peak and $1.32/$3.96 peak. Off-peak is 50% of peak. Peak windows remain 01:00-04:00 and 06:00-10:00 UTC Monday-Friday excluding Chinese public holidays. Flash concurrency limit 2500; V4-Pro 500. Flash is cheaper than the prior V4-Flash $0.22/$0.66 off-peak table.

DeepSeek-V4.1-Pro
Not launched as of 29 Sep 2026

live API models remain V4.1-Flash and V4-Pro-0813

Follow-on 50 billion yuan round
Still unclosed as of 29 Sep 2026

The Information via Reuters 24 Sep still targeting end of October at 500 billion yuan valuation

06

Operations & revenue

Operating status

Scaling; Ascend software stack open-sourced

On September 30, 2026 DeepSeek open-sourced TileLang and related compute and communication libraries for Huawei Ascend, with company language that Huawei supported a 128-card Ascend 950 supernode. DeepSeek-V4.1-Pro has still not launched on the API or as published weights. Official changelog latest dated entry remains 10 September: V4.1-Flash is live as deepseek-flash, and DeepSeek continues V4 Pro API service after 14 September. No public close of the reported 50 billion yuan follow-on has appeared.

Revenue streams

  • API platform

    Usage-based, per-token access to the V4 family via OpenAI- and Anthropic-compatible endpoints, now billed on official peak/off-peak rates (weekday peak windows 01:00-04:00 and 06:00-10:00 UTC) that took effect August 16, 2026.

  • Consumer chatbot (free)

    The DeepSeek app and chat.deepseek.com are free - a deliberate user-growth strategy that leaves the API as the primary revenue source for now.

07

Track record

How past announced dates turned out.

1/2announced dates hit on time

  • 1 Hit
  • 1 Slipped
  • 0 Missed
  1. Hit

    Ship the official DeepSeek-V4 release

    Target Aug 2026 · Resolved Aug 12, 2026

    DeepSeek shipped V4-Pro-0813 to general availability across app, web and API on August 12, 2026, graduating it out of preview with a 1 million-token context window, up to 384,000-token output and a focus on agentic tool-use and multi-step workflows. New peak/off-peak API pricing took effect August 16, 2026, raising V4-Pro's peak output price to $3.96 per million tokens from the prior flat $0.87 rate.

  2. Slipped

    Ship the official DeepSeek-V4 release

    Target Jul 2026 · Resolved Aug 1, 2026

    The mid-July 2026 target for a full V4 GA passed without one. On July 31, 2026 DeepSeek put only a retrained V4-Flash-0731 API into public beta (outperforming the V4-Pro preview on nine published agent/coding benchmarks), while the V4-Pro API and the app/web models were unchanged. Chinese tech media reported the complete rollout, including peak/off-peak pricing, sliding to a possible August 10-20, 2026 window tied to closed testing of DeepSeek's new 'Harness' agentic coding tool.

08

Timeline23

  1. 2026

    1. Open-sources Ascend TileLang stack with Huawei support

      On September 30, 2026 DeepSeek said on WeChat that it open-sourced Ascend-platform infrastructure matching its Nvidia-side tools: TileLang plus DeepGEMM, DeepEP, TileKernels, FlashMLA and DeepSelect. Phoenix reprints said Huawei's team supported the work and that the sides jointly advanced a 128-card supernode based on Ascend 950. DeepSeek's DeepGEMM-Ascend GitHub repository describes a matrix-multiplication library for Huawei Ascend NPUs.

    2. Keeps V4-Pro on the API after reversing the Sept 14 retirement

      Official API docs dated 10 Sep 2026 say DeepSeek will continue providing API services for DeepSeek V4 Pro after 14 Sep 2026, with billing unchanged, reversing the V4.1-Flash launch post that had said all deepseek-v4-pro requests would route to Flash at Flash rates from 04:00 UTC on 14 Sep until V4.1-Pro launches. The live pricing table still lists deepseek-v4-pro (V4-Pro-0813) beside deepseek-flash. V4-Flash and V4-Flash-Vision-Exp remain retired aliases. No V4.1-Pro date has been announced.

    3. Publishes DSec agent-training sandbox paper

      DeepSeek posted an arXiv systems paper on DeepSeek Elastic Compute, a production sandbox platform with FnCall, container, microVM and full-VM backends. The paper says a production unit of about 160 nodes serves about 3 million sandboxes a day, more than 380,000 concurrent sandboxes and more than 5,000 sandbox creations per second. Bloomberg reported the disclosure on September 25. The figures are DeepSeek's own; the paper is not an open-source release.

    4. The Information reports $1 billion annualised revenue run rate

      The Information reported, citing two people with knowledge, that DeepSeek's annualised revenue run rate reached $1 billion. Reuters could not independently verify the figure and could not reach the company. Liang told investors the company is targeting a 50 billion yuan second round at a 500 billion yuan valuation by the end of October.

    5. Ships DeepSeek-V4.1-Flash and starts retiring V4-Pro

      On September 10, 2026 DeepSeek launched DeepSeek-V4.1-Flash, a 552-billion-parameter mixture-of-experts model with a Causal Encoder-Decoder architecture (8 billion active parameters on input, 16 billion on output) and native visual understanding. The API model is deepseek-flash; V4-Flash and V4-Flash-Vision-Exp are retired, with compatibility aliases routing to V4.1-Flash. New peak/off-peak pricing took effect at 04:00 UTC on September 10, with off-peak rates at 50 percent of peak. Starting at 04:00 UTC on September 14, all deepseek-v4-pro requests route to V4.1-Flash at Flash rates until V4.1-Pro launches.

    6. Taps CITIC Securities for a Shanghai STAR Market IPO

      Reuters reported on September 9, 2026 that DeepSeek has tapped CITIC Securities to prepare an initial public offering on Shanghai's STAR Market and aims to begin the listing process this year, though deal size, timetable and target valuation are not set. South China Morning Post said CITIC is one of four underwriters. The engagement is a typical pre-filing tutoring step for a mainland listing and comes as DeepSeek works through a follow-on round that Reuters has said would value the company at about 500 billion yuan (roughly $75 billion).

    7. Named in CISA-NSA-FBI industrial-scale distillation advisory

      On September 8, 2026 CISA, NSA and the FBI warned that China-based AI companies have run industrial-scale knowledge-distillation campaigns against US frontier models since at least late 2024. The agencies named DeepSeek, along with Moonshot AI, Alibaba, MiniMax, StepFun and Z.AI, as extracting billions of tokens across millions of requests from Claude, GPT, Gemini and Grok variants in violation of US providers' terms of service. The advisory said the campaigns form the core of China's AI development strategy and urged US labs to detect anomalous accounts, degrade suspected distillation traffic and share intelligence.

    8. Open-sources DeepSeek-V4-Flash-Vision-Exp weights

      On August 31, 2026 DeepSeek published MIT-licensed weights for DeepSeek-V4-Flash-Vision-Exp on Hugging Face, ten days after opening the same experimental multimodal model on its API. The ~305B-parameter checkpoint (about 168GB across 48 Safetensors files) lets developers run the vision model locally rather than only through DeepSeek's billed API, which charges Vision-Exp at the same peak/off-peak rates as text-only V4-Flash.

09

Funding

$14.4Bdisclosed across 2 rounds with a stated amount

  1. Internal funding (High-Flyer)

    2023–2026

    Undisclosed (wholly funded by High-Flyer)

    High-Flyer / Liang Wenfeng (84% founder stake as of May 2024)

  2. Maiden external round

    Jun 2026

    ~$7B at ~$52B valuation

    Tencent, CATL, JD.com, NetEase, Monolith, Loyal Valley Capital, China's National AI Industry Investment Fund; ¥20B from Liang Wenfeng

  3. Follow-on (resumed)

    Jul-Aug 2026

    ~50B yuan (~$7.4B) at a ~$74B pre-money valuation; DeepSeek paused signing of new agreements on Jul 25, 2026 after founder Liang Wenfeng's leaked investor remarks went viral, then reopened the round around Aug 6, 2026 and by late August was finalizing the raise with returning backers Monolith Management, Shixiang Capital, Tencent and CATL. Sources had expected a close by the end of August 2026; as of September 8, 2026 no public confirmation of a close has appeared

    Monolith Management, Shixiang Capital, Tencent, CATL

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