DEPLOYDatabase

Company

DeepSeek

DeepSeek is a Hangzhou-based AI model developer spun out of the Chinese quantitative hedge fund High-Flyer in July 2023 by founder Liang Wenfeng.

Founded
2023
Status
Private

The verified answer

As of Oct 2026, DEPLOY verifies DeepSeek: $7.0B raised. 7 sources back the record.

Funding

$7.0B

Employees

160

Overview

DeepSeek is a Hangzhou-based AI model developer spun out of the Chinese quantitative hedge fund High-Flyer in July 2023 by founder Liang Wenfeng. Unlike the US neocloud pack (CoreWeave, Lambda, Crusoe) that rents GPUs by the hour to third parties, DeepSeek runs its own fleet as a captive research resource: the Fire-Flyer 2 cluster built out from 2021 onward, roughly 10,000 Nvidia A100 GPUs plus a later top-up of H800 accelerators procured before US export controls tightened. The lab does not sell compute; it sells inference on its own frontier models through a low-priced API.

The company vaulted into global view in January 2025 when DeepSeek-R1 briefly displaced ChatGPT as the top free iOS download and Chinese researchers claimed a training run for the underlying V3 base model costing roughly $5.6 million, an order of magnitude below Western frontier labs. That efficiency claim, whether taken at face value or read as a narrow marginal-cost figure, triggered a one-day $600B drop in Nvidia's market cap and reframed the "how much compute do you need for a frontier model" debate. Successive releases (V3.1, V3.2, the V4-Flash and V4-Pro tiers in 2026) have kept the cadence.

DeepSeek is privately held and until 2026 was funded entirely off High-Flyer's balance sheet. In May 2026 it closed a $7B Series A at a $52B post-money valuation and began IPO preparation targeting a 2027 listing. Its distinctive posture in the neocloud/AI-infra map is that it is an operator of its own inference stack rather than a rentable cloud, and it is doing frontier model work under Chinese export-restricted silicon, which has made it both a proof point for compute-efficient training and a target of US and Australian government use bans.

Verified record

Verified deployments
None on file
Active incidents
None on file

Key facts

Parent company

Spun out of Chinese quantitative hedge fund High-Flyer in July 2023; founder Liang Wenfeng also runs High-Flyer.

GPU inventory

Fire-Flyer 2 cluster of ~10,000 Nvidia A100s (625 nodes of 8) built from 2021, later supplemented with H800s, connected over InfiniBand.

Silicon

Nvidia-only stack (A100, H800); no disclosed AMD, Cerebras or Chinese-domestic accelerators, and no public H100/H200/B200 numbers.

Positioning

A training-focused frontier lab with a captive research fleet; sells low-priced hosted inference through its API and app, not a rentable GPU cloud.

Series A valuation (May 2026)

The $7B round closed at a $52B post-money valuation; earlier April 2026 talks had targeted $70B pre-money.

IPO preparation (Jul 2026)

Began IPO preparation in July 2026, targeting a 2027 listing.

V3 training cost (company-stated, Dec 2024)

$5.576M for the DeepSeek-V3 base-model training run; widely disputed as a marginal cost that excludes prior R&D and cluster capex.

Latest releases (Aug 2026)

DeepSeek-V4-Pro (1.6T parameters) released August 13, 2026, after V4-Flash (284B) on July 31, 2026.

R1 launch impact (Jan 2025)

R1 launched January 20, 2025, briefly displaced ChatGPT as top free iOS app by January 27, and coincided with a one-day ~$600B drop in Nvidia's market cap.

Government restrictions

The US FY2026 NDAA bars DeepSeek from Department of Defense systems; Australia issued a government-wide removal directive in 2025.

Huawei DC ~160k accelerators (reported, Bloomberg)

Bloomberg-cited plan to deploy at least about 160,000 Huawei top accelerators at a massive Inner Mongolia data center build the round is meant to fund. No Ulanqab GW figure used here.

Early-2027 IPO prep (reported, unconfirmed)

Bloomberg sources say after the round closes DeepSeek plans to restructure toward an early-2027 IPO. Timing and listing venue not company-confirmed in these clips.

Data & sources

Research

1

Web sources

6

7 sources backing this record.View all →

Relationships

Current leadership (1)

  • Liang Wenfeng Founder and CEO; also founder of parent hedge fund High-Flyerreported, not verified

Safety record

No incidents on record for DeepSeek.

Only active incidents are counted. Retracted incidents are excluded from this summary but remain reachable at their canonical URLs.

Full safety record: incidents, sourcing, and exposure data →

Recent coverage

DeepSeek in third-party press

Mentioned on (7)

Registry pages whose text names DeepSeek.