What 4Paradigm does

4Paradigm (第四范式) is a Beijing-headquartered enterprise AI platform company founded in 2014 and publicly listed on the Hong Kong Stock Exchange (HKEX:6682) with 1,001-5,000 employees. The company provides an end-to-end AI platform built around its flagship Sage AIOS (先知AIOS) product family, with the most recent AIOS 5.0 release positioning the company around 'Predict the Next X' industry foundation models that work across multiple data modalities (text, hydrology, health records, equipment signals, acoustic data). Its core technology stack includes a proprietary GDBT high-dimensional machine learning framework supporting up to trillion-dimensional feature processing, AutoML engines (HyperCycle ML/CV/OCR) that reduce AI project timelines from months to days, software-defined AI computing hardware (SageOne), the Tianshu (天枢) intelligent operations suite for recommendation/search/push/chatbot, and the AIGS/SageGPT generative AI software development platform.

The company monetizes through three primary revenue streams: (1) enterprise AI platform software licensing sold as annual subscriptions to large enterprises, (2) AI transformation consulting and implementation services covering strategy, deployment, and ongoing operations, and (3) AI hardware sales of SageOne integrated compute platforms. Pricing is quote-based and not publicly disclosed. Go-to-market is exclusively through direct enterprise field sales targeting large corporations in financial services, retail, energy, healthcare, government, and manufacturing. The company serves a marquee customer base including ICBC, Bank of Communications, China Merchants Bank, China Petroleum & Chemical Corporation (Sinopec), State Grid, China General Nuclear Power, Laiyifen, Budweiser China, DHL, and China Customs, with IDC reporting 10,000+ AI applications deployed across 20+ industries.

4Paradigm was ranked No. 1 in China machine learning platform market share by IDC for 2018-2020 H1 ahead of Alibaba, Tencent, Baidu, and Huawei. The company has raised approximately $1.24 billion across multiple funding rounds including a $700M Series C in January 2021 led by Boyu Capital, Primavera Capital, HOPU Investment, and ZWC Partners, with participation from Goldman Sachs and Mubadala. A ~$166.7M round led by Wuji Capital closed in July 2025. The company also made a strategic investment in Sunrise, a Shanghai-based AI inference chip startup, in early 2026 as part of a vertical-integration play to secure domestic compute supply.

Name

4Paradigm

Legal name

北京第四范式智能技术股份有限公司

Website

https://www.4paradigm.com/

Company type

Private

Founded year

2014

Operating status

Operating

Headcount range

1,001–5,000 employees

Short description

4Paradigm (第四范式) is a Beijing-based enterprise AI platform company providing the Sage AIOS platform with AutoML, high-dimensional ML, and industry foundation models to large enterprises in banking, retail, energy, government, and healthcare across China.

Ownership category

akta.pro rank

Product category

Enterprise AI Platform

NAICS

Software Publishers (51321), Custom Computer Programming Services (541511), Software Publishers (513210)

SIC

Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370)

akta.pro primary industry

Model Development & Training Platforms (AutoML, Notebooks, Feature Stores) (HDAEANAB)

akta.pro secondary industries

AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI), AI/ML Engineering & Model Development Services (BPAEAHAF)

Keywords

• Enterprise AI platform
• Automated machine learning
• AI operating system
• Decision intelligence
• Predictive analytics

Headquarters

HQ city

Beijing

HQ country

China

HQ region

Asia

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure, Supply Chain

Revenue model

1. AI Platform Software Licensing: Enterprise AI platform software licensing (先知/Sage platform family) sold as annual subscriptions or perpetual licenses to large enterprises. Includes platform modules for AutoML, model deployment, and AI applications. Revenue is recurring through software maintenance, upgrades, and expanded seat/module adoption (land-and-expand).
2. AI Transformation Consulting & Implementation Services: Professional services for enterprise AI strategy planning, AI system construction, deployment, and ongoing operations. Services include AI architecture design, data integration, model building, system deployment, and AI training/empowerment programs.
3. AI Hardware (SageOne): Sale of integrated AI computing hardware (SageOne, SageOne Advanced, SageOne WorkStation) combining proprietary FPGA acceleration cards, servers, and pre-installed AI software. Hardware sales may be bundled with software subscriptions.

Pricing tiers

Go-to-market motion1 record

Distribution channels1 record

Marketing channels6 records

Core offering

4Paradigm sells the 4ParadigmSage AIOS enterprise AI platform family, built around AutoML and high-dimensional machine learning, which enterprises license to build, deploy, and operate AI applications across perception, cognition, and decision-making workloads. The portfolio includes the Sage AIOS core platform, HyperCycle ML/CV/OCR modules, the Tianshu intelligent operations suite, the Northstar transformation platform, SageGPT/AIGS generative AI tools, and SageOne AI computing infrastructure, sold to large enterprises in financial services, retail, energy, healthcare, government, and manufacturing.

Product overview

4Paradigm offers a comprehensive enterprise AI platform portfolio built around its 先知AIOS (Sage AIOS) operating system. The portfolio includes core AI development platforms (先知AIOS 5.0, Sage Studio, Sage HyperCycle), specialized AI capabilities (HyperCycle ML/CV/OCR, Knowledge Base, AIGS/SageGPT), business applications (天枢 suite for recommendation/search/push/chatbot, Smart Archive, 北极星 transformation platform), and infrastructure (SageOne computing platforms in multiple tiers). The company pioneered AutoML with full-stack algorithms covering perception, cognition, and decision-making capabilities. Products target financial services (banking, insurance, securities), retail, energy, healthcare, government, and manufacturing industries. The architecture enables enterprises to build AI applications with minimal data science expertise through automation and the HyperCycle methodology.

Differentiator

Problem solved

Functional benefit

Brands

• 4ParadigmSage (先知): AI enterprise platform and AIOS operating system for enterprise AI transformation
• 4Paradigm SHIFT
• 4Paradigm AIGS
• Phancy
• 天枢 (Tianshu)
• ModelHub XC

Products and services

• 4ParadigmSage AIOS 5.0 (先知AIOS 5.0) Enterprise AI operating system and industry large model platform for building industry foundation models from diverse X-modality data via natural language interaction, with enterprise model management, domestic computing power support, and algorithm competition platform.
• HyperCycle ML Low-code, standardized automated decision-class machine learning platform based on Kolb's learning circle theory that simplifies AI applications to behavior, feedback, learning, and application steps, with full AutoML covering data processing, feature engineering, algorithm tuning, and model selection.
• HyperCycle CV Next-generation computer vision AI platform for image classification, object detection, and segmentation that requires only tens of labeled images for rapid validation and supports continuous self-learning after deployment.
• HyperCycle OCR Next-generation image text extraction platform for OCR handling personalized card, receipt, and document recognition with 40+ pre-built models and one model covering multiple layouts of the same document type.
• 4Paradigm Sage Studio Full-process, low-code AI application development and deployment platform built on the proprietary high-dimensional ML framework and AutoML algorithms, supporting DAG, Notebook, and Auto modeling across ML, CV, NLP, and Speech scenarios.
• 4Paradigm Sage Knowledge Base Low-code, full-process knowledge graph construction platform that modules expert knowledge into NLP products, enabling non-technical staff to build knowledge graphs in 1-2 days with 10x efficiency improvement over traditional methods.
• Tianshu One-stop Intelligent Operations Platform (天枢企业一站式数智运营平台) One-stop intelligent operations platform combining smart recommendation, search, push, chatbot, and data governance services to help enterprises improve traffic operation efficiency and core business metrics like user retention, repurchase rate, and GMV.
• 4Paradigm AIGS (SageGPT) Generative AI-powered software development platform based on proprietary large model capabilities that auto-generates code snippets, knowledge base applications, automated code review and deployment to reduce manual coding time and improve developer efficiency.
• Northstar Platform (北极星平台) Digital transformation platform helping enterprises align around consistent North Star metrics and run continuous experimental iteration for efficient and controlled innovation with challenge zone and champion zone management.
• SageOne Software-Defined Computing Platform AI computing platform using software-defined computing to deliver AI performance at significantly lower total cost of ownership, integrating proprietary AutoML with hardware-software co-optimization and supporting domestic chip ecosystems including Cambricon and Huawei.
• SageOne Advanced AI computing platform with full lifecycle deep optimization that adjusts compute, storage, network, and scheduling resources based on AI workload requirements and supports trillion-dimensional feature processing.
• SageOne WorkStation Out-of-box AI workstation for long-tail business scenarios that reduces AI application construction time to 14 person-days for rapid deployment of customized AI applications.
• Sage LaunchPad One-stop AI model online management and operations platform providing heterogeneous AI model lifecycle management, AI application management, and monitoring and operations visualization.
• 4Paradigm Smart Archive AI document digitization solution integrating AutoML with document recognition to solve long construction cycles, high costs, and poor layout compatibility of traditional tools, achieving 93% handwriting accuracy and 99.9% print accuracy.
• ModelHub XC (信创模盒) Domestic AI model hub for Chinese developers enabling AI models to grow on domestic computing infrastructure and promoting collaboration and innovation for the domestic AI ecosystem.
• Phancy AI Open Platform One-stop AI solution integrating edge intelligence and cloud AGI for AI application development, providing open access to 4Paradigm's AI capabilities.

Quantifiable outcome

• 112% improvement in marketing model effectiveness for long-tail customer segments vs expert rules
• +10 more outcomes

Named customers28 records

Segments6 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability15 records

Feature9 records

Partnerships

13 partnerships are on record, tiered core and moderate.

• China Electronics Technology Group / CETC Smart City Research Institute (中电科智慧院)coreStrategic or Co-development Partner4Paradigm and CETC Smart City Research Institute signed a strategic cooperation agreement to apply AI technology in new smart city construction across transportation, community governance, and economic forecasting. CETC is China's leading state-owned defense and electronics conglomerate and a pioneer in smart city development having built the Shenzhen Smart City Operations Management Center.
• China General Nuclear Power (中广核)coreStrategic or Co-development PartnerChina General Nuclear Power (CGN) and 4Paradigm entered a strategic partnership to build an intelligent nuclear power plant management system. CGN is China's largest and world's third-largest nuclear power operator. 4Paradigm's AI technology will enable CGN to predict equipment failures, optimize operations, and manage the full lifecycle of nuclear equipment.
• China Electronics Technology Group (中电科)coreStrategic or Co-development Partner4Paradigm joined the Haidian 'City Brain' Technology Industry Alliance as a founding member, working with CETC and other partners to build the cognitive decision-making system for the Haidian City Brain initiative in Beijing.
• Agricultural Bank of China (中国农业银行)coreStrategic or Co-development Partner4Paradigm partnered with Agricultural Bank of China and Tsinghua University to establish the Financial Industry AI Big Data Alliance, aimed at conducting joint innovation research and practical applications in AI and big data for the financial industry.
• Bank of Communications (交通银行)coreStrategic or Co-development PartnerBank of Communications signed with 4Paradigm to build an enterprise-wide unified AI capability platform based on the '先知Sage' platform, covering the full AI lifecycle from data and modeling to deployment. The platform is expected to accelerate AI application innovation and scaling across the bank's operations.
• ChaLearn / Stanford University / GooglecoreStrategic or Co-development Partner4Paradigm co-organized the KDD Cup 2020 AutoML Track with ChaLearn, Stanford University, and Google. This academic partnership positions 4Paradigm as a leader in AutoML research and provides access to global talent and research collaboration.
• GartnercoreStrategic or Co-development Partner4Paradigm co-published two AutoML whitepapers with Gartner: 'AI for Everyone — AutoML Leads AI Democratization' and 'AutoML Enables Exponential Growth — Perceive, Cognize, Decide Algorithm Layout Enhances Enterprise Decision Level'. These whitepapers establish 4Paradigm's thought leadership position and are used as key marketing materials.
• IDCcoreStrategic or Co-development Partner4Paradigm and IDC co-published the 2020-2021 China Enterprise AI Maturity Report 'AI Drives Intelligent Transformation Acceleration — From Local Exploration to Comprehensive Deep Cultivation', providing an AI maturity evaluation framework for Chinese enterprises.
• IntelmoderateTechnology or Integration4Paradigm and Intel collaborated on persistent memory technology for AI parameter servers, creating an optimized system called HyperPS that achieves millisecond-level recovery and up to 80% TCO reduction vs traditional in-memory systems.
• Cambricon (寒武纪), Huawei (华为), Haiguang (海光)moderateTechnology or Integration4Paradigm completed certification of SageOne AI computing platform with domestic (Chinese) chips including Cambricon, Huawei, and Haiguang processors, supporting the company's strategy to provide domestically produced AI computing solutions.
• Inspur (浪潮), Lenovo (联想)moderateTechnology or Integration4Paradigm established AI joint labs with Inspur and Lenovo to advance AI industrialization, likely in areas of hardware-software co-optimization and AI computing platform integration.
• DHL Global Freight (DHL全球货运)moderateStrategic or Co-development Partner4Paradigm partnered with DHL Global Freight to provide intelligent call center services including precise customer screening and satisfaction surveys, enhancing the intelligence and standardization of DHL's call center operations.
• Laiyifen (来伊份)coreStrategic or Co-development PartnerLaiyifen and 4Paradigm entered a strategic partnership for comprehensive AI transformation covering supply chain management, online operations, and store location selection. The partnership uses 4Paradigm's full AI stack including AIOS, Tian枢, and SageOne, representing a strategic, enterprise-wide AI engagement.

Scale indicators13 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• DataRobot: DataRobot is the most direct global AutoML peer, offering an enterprise AI platform that automates model building, deployment, and management. Co-recognized with 4Paradigm by Gartner as representative vendors for AI Democratization, making them closest comparable in product category and target buyer.
• H2O.ai: H2O.ai is a leading AutoML platform vendor offering H2O Driverless AI and open-source ML tools. Also named by Gartner alongside 4Paradigm for AI Democratization, serving the same enterprise buyers with automated machine learning and decision intelligence capabilities.

Emerging players

• Palantir Technologies: Palantir provides enterprise AI and data analytics platforms (Foundry, AIP) for large organizations including government and industrial customers. Comparable in serving data-intensive enterprise AI transformation use cases, though Palantir focuses more on data integration than AutoML.
• C3.ai: C3.ai is an enterprise AI application platform provider serving large enterprises with pre-built AI applications and a model-driven architecture. Comparable in serving large enterprise AI transformation needs across multiple verticals, though with a more application-led rather than AutoML-led approach.

Broad incumbents

• Google (Vertex AI): Google Cloud's Vertex AI is a competing enterprise ML platform with AutoML capabilities, directly named by Gartner alongside 4Paradigm for AI Democratization. Comparable in offering end-to-end ML lifecycle automation, though Google benefits from bundling with broader GCP cloud services and proprietary TPUs.
• Salesforce (Einstein / Data Cloud): Salesforce Einstein and Data Cloud provide AI capabilities embedded in the Salesforce CRM platform, including predictive analytics and generative AI. Comparable in offering enterprise AI decision intelligence, though primarily focused on customer-facing CRM use cases rather than general ML automation.
• Tencent (Tencent Cloud AI): Tencent Cloud offers enterprise ML and AI platform services competing with 4Paradigm in the China market. As one of the BAT trio identified by IDC as 4Paradigm competitors, Tencent combines AI platform offerings with consumer internet scale advantages.
• Huawei (ModelArts): Huawei's ModelArts is a full-stack AI development platform competing in the same China ML platform market as 4Paradigm. Both vendors have certified integration with each other's chip and software stacks, indicating deep technical overlap in enterprise AI serving Chinese enterprises.
• Baidu (Baidu AI Cloud): Baidu AI Cloud offers competing ML platforms and AI services to Chinese enterprises. As one of China's 'BAT' tech giants named by IDC as competing with 4Paradigm, Baidu leverages its search and AI heritage alongside cloud infrastructure bundling.
• Alibaba (Alibaba Cloud / PAI): Alibaba Cloud's Platform for AI (PAI) is a competing enterprise ML platform bundled with broader cloud services. Identified by IDC as a direct competitor to 4Paradigm in the China ML platform market, with scale advantages from cloud infrastructure integration.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles11 records

Funding overview

Funding rounds7 records

Investors42 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments8 records

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about 4Paradigm