🏢 AI Core Enterprise Panorama Knowledge Base

This document compiles the most critical players across the entire AI industry chain—upstream, midstream, and downstream. It is data-driven, supports cross-tier filtering and retrieval, and provides direct insight into each company's core moat.

All01-Data Element Layer01-Data Layer02-AI Models and Middleware Layer02-Energy & Physical Backbone02-Energy & Physical Base02-Energy & Physical Infrastructure03-Semiconductor Manufacturing03-Semiconductor Manufacturing & Materials04-Core Compute & Comms Hardware04-Core Computing & Communications Hardware04-Core Computing and Communication Hardware04-Core Computing and Communications Hardware05-Compute Network & Cloud05-Compute Network & Cloud Platform05-Compute Network and Cloud Platforms05-Compute Networks & Cloud Platforms05-Compute Networks and Cloud Platforms06 - Terminal & Interaction Gateway (C-side)06-AI Model & Middleware Layer06-AI Models & Middleware07-Industry Application Layer07-Industry Applications08-Terminal & Interaction Entry08-Terminal and Interaction Entry08-Terminals & Interaction08-Terminals and Interaction PortalsLayer (e.g., 04-Core Computing and Communication Hardware)Terminal and Interaction Entry (C-end)

108 core companies found

Anthropic

Private | United States

AI Models & MiddlewareFoundation Large Language Models (LLM)

Core Business: Focuses on the research and development of safe, controllable AI large models, including the development and commercial operation of the Claude model series.

⚔️ Moat: The models excel in long-context processing, code generation, and complex reasoning tasks, matching or even surpassing GPT-4 on multiple benchmarks. Its differentiated positioning with safety as the core value proposition makes it uniquely attractive in the enterprise market.

Apple

AAPL:US | United States

Terminals & InteractionConsumer Electronics & AI Terminal Devices

Core Business: Designs and sells smartphones, PCs, and wearable devices, providing system-level AI integration services through Apple Intelligence.

⚔️ Moat: Vertically integrated hardware-software ecosystem + full control of system-level APIs, forming an irreplaceable user interaction entry point in the AI era.

Cerebras

Unlisted | United States

Core Compute & Comms HardwareAI Training Chips (Wafer-Scale)

Core Business: Develops the world's largest AI chip—the Wafer-Scale Engine (WSE)—where an entire wafer is a single chip.

⚔️ Moat: The wafer-scale chip (Wafer-Scale Engine) technology route is unique—the entire wafer is not diced but directly used as a single superchip, providing efficiency far exceeding that of traditional GPUs in certain AI training scenarios.

Cohere

Unlisted | Canada

AI Model & Middleware LayerEnterprise-grade Large Model Platform

Core Business: Provides a secure, customizable generative AI platform for enterprise customers, with a focus on data privacy and private deployment.

⚔️ Moat: Differentiated positioning—rather than competing on the most general-purpose large models, it focuses on enterprise-grade security and compliance needs, supporting private deployment within the enterprise and ensuring data never leaves the corporate network.

CoreWeave

Private | United States

Compute Networks & Cloud PlatformsGPU Compute Leasing (Neocloud)

Core Business: GPU cloud service provider focused exclusively on AI and high-performance computing, offering bare-metal GPU cluster leasing.

⚔️ Moat: Strategic partner of NVIDIA with priority GPU allocation rights; architecture purpose-built for AI clusters, delivering greater flexibility and cost-efficiency for AI workloads than traditional cloud vendors.

Databricks

Unlisted | United States

Data LayerData Lakehouse and AI Governance

Core Business: Provides a unified data analytics and AI platform, pioneering the Lakehouse architecture to unify data storage and AI governance.

⚔️ Moat: Unifies fragmented data silos (data lake and data warehouse), providing enterprises with full-stack AI services from data preparation to model training to deployment.

DeepSeek

Unlisted | China

AI Models and Middleware LayerLarge Foundation Models

Core Business: Develops and open-sources high-performance, low-cost large language models, advancing AI democratization and ecosystem adaptation.

⚔️ Moat: Achieves a leap in model capability through chain-of-thought reasoning, and builds a vast developer ecosystem through extreme cost control and an open-source strategy, making it the core hub for domestic computing power adaptation.

Figure AI (Figure)

Private | United States

Terminal & Interaction EntryHumanoid Robotics/Embodied Intelligence

Core Business: Developing general-purpose humanoid robots capable of autonomous labor and interaction with the physical world

⚔️ Moat: Integrating large models with whole-body motion control; first mover in commercial deployment (BMW partnership) and rapid iteration of software and hardware capabilities

Groq

Unlisted | United States

Core Computing and Communications HardwareAI Inference Chips (LPU)

Core Business: Developing LPU (Language Processing Unit) AI inference chips, extremely optimized for large model inference scenarios, with inference speeds far exceeding traditional GPUs.

⚔️ Moat: The LPU chip architecture is specifically designed for sequential inference tasks of large models, avoiding the parallel computing bottlenecks of GPUs and providing an overwhelming advantage in inference latency.

Hugging Face

Private | United States

AI Models & MiddlewareModel Hosting and MLOps

Core Business: The world's largest open-source AI model library, dataset, and open-source application hosting platform, known as the GitHub of the AI world.

⚔️ Moat: Unshakable open-source community presence and developer ecosystem barriers — almost all open-source large models debut here, forming the de facto standard for model distribution.

Humane, Inc.

Private | United States

Industry ApplicationsWearable AI Devices

Core Business: Developing AI-powered personal wearable interaction devices designed to replace smartphones

⚔️ Moat: Unique laser projection interaction technology and AI Agent platform, with deep software-hardware integration creating a first-mover advantage

Kimi

Unlisted | China

AI Models & MiddlewareLarge Models (AI Dialogue & Content Generation)

Core Business: Developing and operating Kimi, an ultra-long-context large model, providing intelligent dialogue and knowledge services

⚔️ Moat: Ultra-long 2-million-character context window and immersive conversation experience, building a highly sticky consumer community

Lambda Labs

Unlisted | United States

Compute Networks and Cloud PlatformsGPU Compute Rental (Neocloud)

Core Business: On-demand, low-cost GPU cloud services; one of the preferred platforms for AI developers and startups to access GPU compute.

⚔️ Moat: Extreme pricing efficiency and an exceptionally developer-friendly experience, with a stellar reputation among long-tail AI entrepreneurs and researchers.

LangChain

Private | United States

AI Models & MiddlewareLLM Middleware and Orchestration Frameworks

Core Business: Open-source framework and developer toolchain for building large language model (LLM) applications

⚔️ Moat: Globally leading open-source community ecosystem for LLM orchestration frameworks, deeply integrated with the vector database Pinecone, forming the de facto standard for Agent + RAG

Meta (formerly Facebook)

META:US | United States

Terminal and Interaction EntryOpen-Source Large Models & Smart Wearables

Core Business: The world's largest social network company (Facebook, Instagram, WhatsApp). Through its open-source LLaMA model series, it leads the open-source AI ecosystem, while exploring AI interaction entry points in the physical world via Ray-Ban smart glasses.

⚔️ Moat: Its social network moat is unshakable, with an advertising business generating extremely strong cash flow from billions of users worldwide. The open-source LLaMA models have become the default choice for AI developers, using an open-source strategy to undercut the market positioning of closed-source model vendors.

Midjourney

Private | United States

Industry Application LayerAI Image Generation

Core Business: The most popular AI image generation platform globally, allowing users to generate highly detailed images from text descriptions.

⚔️ Moat: Leading all competitors in image aesthetics and artistic style, with a community culture and brand identity that commands high loyalty among designers and creative professionals.

Mistral AI

Private | France

AI Models & MiddlewareOpen-source Large Language Models (LLM)

Core Business: French AI startup developing high-performance open-source large language models, a benchmark of European AI strength.

⚔️ Moat: Known for exceptional model efficiency, small-parameter models perform excellently in benchmarks. The flagship model Mistral Large approaches GPT-4 level capabilities in many areas.

OpenAI

Unlisted (Deeply Integrated with Microsoft) | United States

AI Model & Middleware LayerFoundation Large Models (LLM)

Core Business: Develops the world's most advanced closed-source large language models (the GPT series) and the multimodal model Sora; commercializes AI capabilities via API; and operates ChatGPT, the world's largest AI consumer application by user base.

⚔️ Moat: World's highest compute density (exclusive access to Microsoft's massive GPU resources), the highest concentration of top-tier AI research talent, and a powerful data flywheel formed by massive real-world user interaction data.

Palantir Technologies

PLTR:US | United States

Industry Application LayerGovernment & Enterprise Decision-Making and AI Platform (AIP)

Core Business: Provides complex data integration and AI analytics platforms for intelligence agencies, the Department of Defense, and large enterprises, and was the first to deploy large models in military and commercial decision-making.

⚔️ Moat: Extremely high entry barriers via classified security clearance requirements (the DoD's highest-level clearance), a unique underlying Ontology data architecture, and the irreplaceability of the AIP platform in military decision-making.

Perplexity AI

Unlisted | United States

Terminal and Interaction EntryAI Search Engine

Core Business: Provides a conversational answer engine built on large language models and RAG technology—delivering precise, cited answers directly rather than a traditional list of web links.

⚔️ Moat: Excellent product experience, mature engineering refinement of retrieval + generation, first to define the product form of AI-native search engines, and a serious threat to traditional search engine business models.

Pinecone

Private | United States

AI Model & Middleware LayerVector Database

Core Business: Provides a fully managed, cloud-native vector database service that serves as an indispensable memory component for LLMs implementing RAG (Retrieval-Augmented Generation).

⚔️ Moat: Best-in-class ease of use and extreme retrieval performance enabled by a cloud-native architecture, giving it a first-mover advantage in the RAG technology stack and making it the go-to vector database for developers building knowledge-base Q&A applications.

Rabbit Inc. (Rabbit)

Private | United States

Terminal and Interaction EntryAI Hardware Terminal

Core Business: Designs and sells the AI handheld device Rabbit R1 based on the Large Action Model (LAM), aiming to simplify user interaction with digital services.

⚔️ Moat: The proprietary Large Action Model (LAM) can learn and execute user actions, but its practical implementation has been poor, leaving the moat fragile and unverified.

SK Hynix

000660:KS | South Korea

Core Computing and Communication HardwareHigh Bandwidth Memory (HBM)

Core Business: A world-leading semiconductor memory manufacturer, holding technological leadership in the High Bandwidth Memory (HBM) field, and the core HBM supplier for NVIDIA GPUs.

⚔️ Moat: In the HBM3 and HBM3E generations, it achieved a technological generation gap through the exclusive MR-MUF advanced packaging process, with yields far exceeding competitor Samsung. Deeply tied to NVIDIA's supply chain, it commands over half of the high-end HBM market share.

Salesforce

CRM:US | United States

Industry ApplicationsAI CRM and Enterprise Software

Core Business: The world's largest customer relationship management (CRM) software provider, fully integrating Einstein GPT / Copilot features to embed AI across the entire enterprise sales, service, and marketing workflows.

⚔️ Moat: Monopolizes the core sales and customer data of a vast number of global enterprises, with AI capabilities directly embedded in business workflows rather than standalone add-on tools, resulting in extremely high customer stickiness.

Scale AI

Unlisted | United States

Data LayerData Annotation & Synthetic Data

Core Business: Provides high-quality human annotation (RLHF) and synthetic data generation services for AI large model training, and is a benchmark enterprise in AI data infrastructure.

⚔️ Moat: Possesses a vast and professional global network of annotation experts, with its data platform deeply integrated with leading large-model companies such as OpenAI and Meta, as well as the U.S. Department of Defense, making it the highest-valued unicorn in the data element layer.

Samsung Electronics

005930:KS | South Korea

Semiconductor Manufacturing & MaterialsWafer Foundry & HBM Memory

Core Business: One of the world's largest integrated semiconductor manufacturers, a core player in both wafer foundry and high-bandwidth memory (HBM).

⚔️ Moat: Possesses full vertical integration across design, manufacturing, and memory. Closely trails SK hynix in the HBM market and serves as a key backup supplier for NVIDIA's HBM capacity; capable of mass-producing 3nm GAA process in advanced foundry.

Shanghai Micro Electronics Equipment (Group) Co., Ltd. (SMEE)

Unlisted | China

Semiconductor Manufacturing & MaterialsLithography Equipment Manufacturing

Core Business: Focused on R&D, manufacturing, and sales of semiconductor front-end and advanced packaging lithography systems

⚔️ Moat: The only domestic company capable of volume-producing IC front-end lithography equipment, shouldering the mission of domestic substitution, with dual moats from policy barriers and technical accumulation

Shanghai Sinyang

300236:SZ | China

Semiconductor Manufacturing & MaterialsSemiconductor Materials (Electroplating Solutions + Photoresist)

Core Business: A comprehensive supplier of chemical materials for domestic semiconductor packaging and manufacturing, leading in China in electroplating and cleaning solutions, with photoresist as its second growth curve.

⚔️ Moat: Absolutely leading in China's semiconductor packaging electroplating solution market, with customers covering major domestic packaging and testing plants. KrF photoresist is undergoing customer validation and is expected to become a new entrant in the photoresist market.

Tokyo Ohka Kogyo Co., Ltd.

4186:TYO (Tokyo Stock Exchange) | Japan

Semiconductor ManufacturingPhotoresist and Semiconductor Materials

Core Business: A globally leading supplier of photoresists and supporting high-purity chemicals, focusing on high-end ArF/EUV photoresists.

⚔️ Moat: Holds a 25% global share in ArF/EUV photoresists, with extremely high technological and customer barriers; a core supplier to TSMC/Samsung/Intel.

BONC

300166:SZ | China

Industry Application LayerIndustrial and Telecom Big Data

Core Business: Provides enterprise-grade big data and cloud platform solutions, with a deep focus on big data analytics in vertical tracks such as telecom and industry.

⚔️ Moat: Deeply rooted in industrial big data for over a decade, it has built strong industry knowledge barriers and customer relationship networks in traditional sectors such as steel and energy.

Advanced Micro-Fabrication Equipment Inc.

688012:SH | China

Semiconductor ManufacturingSemiconductor Equipment (Etching and Thin Film Deposition)

Core Business: Provides plasma etching equipment and thin film deposition equipment, delivering core process equipment for AI chip manufacturing

⚔️ Moat: Internationally leading plasma etching technology (especially capacitively coupled dielectric etching), has entered TSMC's 5nm and below advanced process supply chain, with extremely high customer certification barriers

AMEC

688012:SH | China

Semiconductor ManufacturingSemiconductor Equipment

Core Business: R&D, manufacturing, and sales of high-end semiconductor plasma etching equipment and MOCVD equipment

⚔️ Moat: Achieved domestic technological breakthroughs in plasma etching and MOCVD, with product performance reaching internationally advanced levels, deeply bound to the world's major wafer fabs

Semiconductor Manufacturing International Corporation (SMIC)

688981:SH / 00981:HK | China

Semiconductor Manufacturing & MaterialsWafer Foundry

Core Business: China's leading integrated circuit wafer foundry, offering process technologies ranging from 0.35μm to 14nm.

⚔️ Moat: Benefiting from domestic substitution and massive domestic demand, it is the leading wafer foundry in China, but access to advanced process equipment is severely restricted.

Innolight

300308:SZ | China

Core Computing and Communication HardwareOptical Communications (Optical Modules)

Core Business: Designs and manufactures high-speed optical modules, solving the high-speed data transmission bottleneck between GPUs inside AI clusters in data centers.

⚔️ Moat: Globally leading in 800G and 1.6T high-speed optical module technology with the largest production capacity; deeply tied to NVIDIA and North American cloud giants' supply chains. Strong silicon photonics technology reserves.

Microsoft Corporation

MSFT:US | US

Core Computing and Communications HardwareCloud Service Providers and Large Models

Core Business: The world's leading cloud infrastructure service provider and AI large-model industrialization platform

⚔️ Moat: Through the tight coupling of Azure + OpenAI, it has built a full-stack ecosystem moat spanning computing power, models, and applications, while leveraging its office and operating system ecosystem to rapidly distribute and monetize model capabilities.

Amazon Web Services (AWS)

AMZN:US | United States

Compute Network and Cloud PlatformsCloud Computing (IaaS/PaaS)

Core Business: The world's largest cloud service provider, offering GPU compute rental, the machine learning platform SageMaker, self-developed AI chips Trainium/Inferentia, and the AI application building platform Bedrock.

⚔️ Moat: Unparalleled underlying infrastructure scale and global coverage, with extremely high customer trust and switching costs accumulated from over 20 years of enterprise-grade cloud service operations. The richest PaaS component ecosystem (over 200 full-stack services) creates strong platform lock-in effects.

UBTECH

9880:HK | China

Terminals and Interaction PortalsEmbodied Intelligence (Humanoid Robots)

Core Business: China's leading humanoid robot R&D and manufacturing company. It is integrating its Walker S humanoid robot with large models and conducting practical training in automotive factories.

⚔️ Moat: Deep accumulation in core joint hardware such as servo drives; one of the few Chinese companies to achieve commercial delivery of humanoid robots, and has entered production-line scenarios at leading manufacturers such as BYD and NIO.

TSMC

TSM:US | Taiwan

Core Computing and Communication HardwareWafer Foundry and Advanced Packaging

Core Business: Globally leading semiconductor wafer foundry and advanced packaging service provider

⚔️ Moat: Advanced process (5nm/3nm) and CoWoS advanced packaging technology break through the physical limits of lithography (Reticle Limit), monopolizing high-end AI chip manufacturing capacity

Envicool Technology Co., Ltd.

002837:SZ | China

Energy & Physical BaseCold Plate Liquid Cooling

Core Business: Provides full-stack cold plate liquid cooling solutions for data centers, covering cold plates, CDUs, piping, and intelligent control

⚔️ Moat: Self-developed high thermal conductivity micro-channel cold plates plus full-chain system integration capability, has supplied in bulk to leading AI computing clusters, with deep accumulation of engineering validation data

NAURA

002371:Shenzhen Stock Exchange | China

Semiconductor ManufacturingSemiconductor equipment (etching, thin film deposition, cleaning, heat treatment)

Core Business: China's largest semiconductor equipment platform, providing core process equipment such as etching, thin film deposition, and cleaning

⚔️ Moat: China's only comprehensive equipment platform covering major process segments including etching, thin film, cleaning, and heat treatment, with strong customer stickiness and significant first-mover advantage in domestic substitution

HiSilicon

Unlisted | China

Core Compute & Comms HardwareNPU/AI Compute Chips

Core Business: Develops the Ascend series of AI processors and full-stack software/hardware AI solutions, serving as the absolute main force in domestic substitution for AI computing chips.

⚔️ Moat: The only company in China with full-stack self-developed AI capabilities (chips + CANN operator library + MindSpore framework). Despite the most stringent US export controls, it has maintained product iteration and built the largest AI chip ecosystem in China.

Empyrean Technology (Empyrean Technology Co., Ltd.)

301269:SZSE | China

Semiconductor Manufacturing & MaterialsEDA Software

Core Business: Development and sales of domestic EDA toolchain, covering full-flow design for analog, digital, RF, etc.

⚔️ Moat: The only domestic vendor capable of providing a full-flow EDA toolchain for analog circuits, deeply integrated with domestic wafer fab processes, with dual barriers of policy and customer ecosystem.

Nata Opto-electronic

300346:SZ | China

Semiconductor ManufacturingSemiconductor materials (photoresist + precursors + electronic specialty gases)

Core Business: One of the few comprehensive semiconductor material companies in China with concurrent deployments in ArF photoresist, ALD/CVD precursors, and electronic specialty gases.

⚔️ Moat: ArF photoresist has passed verification with some customers, making the company the most significant competitor in high-end photoresist in China aside from Red Avenue New Materials. Meanwhile, the company also possesses important domestic substitution capabilities in precursors and electronic specialty gases.

Broadcom

AVGO:US | United States

Core Computing and Communications HardwareNetworking & Communications Chips & Custom ASIC

Core Business: Provides data center Ethernet switching chips (Tomahawk/Jericho series) and custom AI accelerator (XPU) design services, serving as a core supplier of data center networking and cloud vendors' custom silicon.

⚔️ Moat: The Tomahawk series Ethernet switching chips hold a dominant position in the data center market; Broadcom is the largest backend design partner for cloud vendors' custom AI chips such as Google TPU and Meta.

Winning Health

300253:SZ | China

Industry Application LayerAI+Healthcare

Core Business: A leading healthcare IT solutions provider in China; launched the medical large model WiNEX Copilot to embed AI into physician workflows.

⚔️ Moat: Holds the entry points to core hospitals' information systems (HIS), with extremely high medical data compliance barriers and deep insight into physician workflows.

Taiwan Semiconductor Manufacturing Company (TSMC)

TSM:US | Taiwan, China

Core Computing & Communications HardwareSemiconductor Wafer Foundry and Advanced Packaging

Core Business: A globally leading semiconductor wafer foundry providing IC manufacturing services from mature process nodes to the most advanced nodes.

⚔️ Moat: Leadership in process technology (3nm/2nm GAA), scarcity of CoWoS advanced packaging capacity, and extremely high customer stickiness (Apple/NVIDIA/AMD, etc.)

TSMC

TSM:US | Taiwan, China

Semiconductor Manufacturing & MaterialsWafer Foundry & Advanced Packaging

Core Business: The world's largest dedicated integrated circuit manufacturing services (wafer foundry) company, providing foundry services from mature process nodes to 3nm/2nm advanced process nodes, as well as advanced packaging solutions such as CoWoS.

⚔️ Moat: The yield and capacity of advanced process nodes (3nm/2nm) are unrivaled globally, with competitors at least 2-3 years behind; CoWoS advanced packaging technology is second to none, and TSMC secures almost all foundry orders for the world's high-end AI chips (NVIDIA, AMD, Broadcom).

IntSig Information

688615:SH | China

Data LayerCommercial Big Data and Document Intelligence

Core Business: Provides AI-based intelligent character recognition (OCR) and commercial big data mining services, with well-known apps such as Qixinbao and CamScanner.

⚔️ Moat: Has deep expertise in document digitization and data mining for complex scenarios, pioneered the exploration of including data assets in balance sheets, and its large-model accelerator products provide intelligent text processing infrastructure for AI.

Scale AI

Unlisted | United States

Data LayerSynthetic Data

Core Business: Provide high-quality data annotation and synthetic data generation services for AI models

⚔️ Moat: Through a human-in-the-loop annotation platform and synthetic data technology, it has built a data flywheel for generating massive high-quality data, deeply binding large model customers and defense departments

Representative Vector Database Companies (Pinecone / Milvus (Zilliz))

Unlisted | United States / China

AI Models & MiddlewareVector Database (Vector DB)

Core Business: Provides AI infrastructure specialized in storing, indexing, and high-performance retrieval of large-scale vector data

⚔️ Moat: A dedicated data architecture deeply optimized for AI features (e.g., RAG and AI Agent memory), establishing significant technical and brand barriers in ultra-large scale (1B+ vectors), low latency (millisecond-level), and high availability

Harmoni

688661:SH | China

Semiconductor Manufacturing & MaterialsSemiconductor Test Probes

Core Business: Focused on miniature precision electronic components; its key breakthrough lies in high-end semiconductor chip test probes, which have entered the supply chains of top-tier international chipmakers.

⚔️ Moat: Broke the long-standing monopoly of overseas companies in high-end semiconductor test probes; its probe products have been successfully used in the chip testing processes of leading global GPU/CPU manufacturers.

NavInfo

002405:SZ | China

Data LayerHigh-Definition Maps and Autonomous Driving Data

Core Business: Provides navigation maps, high-definition maps, autonomous driving data services, and connected vehicle solutions; it is the largest vehicle-location data service provider in China.

⚔️ Moat: Holds the country's most scarce national-scale high-definition location data assets, and is an indispensable data provider in the high-definition map and autonomous driving data sector in China.

Iluvatar CoreX

Unlisted | China

Core Compute & Comms HardwareGeneral-purpose GPU chips (AI training and inference)

Core Business: General-purpose GPU chip design with self-developed architecture, covering all AI training and inference scenarios

⚔️ Moat: Self-developed TianGai 100/ZhiKai 100 architecture + comprehensive adaptation to domestic large models such as DeepSeek + deep integration with government and enterprise customers

Unitree

Unlisted | China

Terminals & InteractionEmbodied Intelligence and Humanoid Robots

Core Business: Develops high-performance quadruped robots and general-purpose humanoid robots, providing embodied intelligence solutions

⚔️ Moat: Globally leading pure electric drive motion control algorithms and extreme cost-effectiveness, building low-cost mass production capabilities from quadruped to humanoid

Cambricon

688256:SH | China

Core Compute & Comms HardwareNPU/AI Compute Chips

Core Business: Develops cloud and edge AI chips and supporting foundational system software platforms; it is a rare independent AI chip architecture design company in China.

⚔️ Moat: Possesses a self-developed AI instruction set architecture and independent underlying innovation capabilities in NPU chip design. It holds a place in the non-Huawei domestic AI chip market and has been deployed in multiple AI computing center projects.

Applied Materials

AMAT:US | United States

Semiconductor ManufacturingSemiconductor Equipment

Core Business: Provides critical equipment and software for global semiconductor chip manufacturing, covering core processes such as deposition, etching, and ion implantation.

⚔️ Moat: Has decades of technical expertise and patent barriers in thin-film deposition and etching, with deep collaboration with major global wafer fabs, resulting in extremely high customer switching costs.

Applied Materials, Inc.

AMAT:US | United States

Semiconductor ManufacturingSemiconductor Equipment

Core Business: Provides key process equipment for semiconductor chip manufacturing, including deposition, etching, and ion implantation

⚔️ Moat: Possesses the most comprehensive semiconductor equipment product portfolio, covering key processes such as etching, deposition, ion implantation, and thermal processing, with extremely high customer stickiness

Red Avenue New Materials

603650:SH | China

Semiconductor Manufacturing & MaterialsSemiconductor Photoresist

Core Business: Its subsidiary Beijing Kehua Microelectronics is the absolute leader in the domestic photoresist field, with ArF and KrF photoresist R&D progress leading the country.

⚔️ Moat: By acquiring Beijing Kehua, it entered the photoresist track, becoming the only domestic company with simultaneous R&D capabilities for i-line, KrF, and ArF photoresists, and the first domestic company to pass ArF photoresist verification by mainstream wafer fabs.

Xuzhou Bokang

Unlisted | China

Semiconductor Manufacturing & MaterialsSemiconductor Photoresist (Cutting-edge)

Core Business: China's only company engaged in EUV photoresist R&D, with a complete lineup in ArF and KrF photoresists.

⚔️ Moat: Its first-mover position in EUV photoresist R&D is unique in China—although mass production is still distant, there are almost no domestic competitors in the EUV photoresist arena, the most advanced track.

Microsoft

MSFT:US | United States

Compute Network & Cloud PlatformCloud Computing & AI Services

Core Business: Provides Azure cloud computing services, exclusively and deeply integrated with the OpenAI model ecosystem, and embeds the Copilot AI assistant across core products including Office 365, GitHub, and Windows.

⚔️ Moat: Through its exclusive investment and strategic partnership with OpenAI, Azure has become the world's only cloud platform capable of natively invoking the GPT-4 series. By embedding AI capabilities across the entire Office suite and the Windows operating system, Microsoft commands the world's largest enterprise software user base and extremely high customer switching costs.

TRS

300229:SZ | China

Data LayerSemantic Intelligence and Government Data

Core Business: Deeply engaged in natural language processing (NLP) and big data technologies, providing semantic intelligence and knowledge mining services for vertical industries such as government and media.

⚔️ Moat: Holds an extremely high market share in domestic government and central media data processing, skilled at extracting knowledge from unstructured text and building 'data brains' for specialized fields.

Moore Threads

Unlisted | China

Core Compute & Comms HardwareGPU / General-purpose AI Accelerator Chips

Core Business: Develops domestic full-featured GPU and AI computing chips, providing complete solutions from graphics rendering to AI acceleration.

⚔️ Moat: Self-developed MUSA architecture and complete software stack, achieving CUDA compatibility and rapid adaptation of domestic large models, forming a software-hardware collaborative ecosystem barrier.

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Schneider Electric

SU:FP | France

Energy & Physical InfrastructureData Center Energy Management

Core Business: A global digital transformation expert in energy management and automation, providing integrated solutions for power distribution, cooling, and building management for data centers.

⚔️ Moat: An absolute giant in the global electrical equipment sector, with unparalleled experience in data center power distribution architecture and a global service network spanning over 100 countries.

Constellation Energy

CEG:US | US

Energy & Physical BackboneNuclear Power & Clean Energy

Core Business: The largest carbon-free energy producer in the U.S., operating the country's largest fleet of nuclear power plants.

⚔️ Moat: Holds extremely scarce nuclear licenses and stable large-scale baseload power supply capability. Under the consensus that AI computing power ultimately depends on electricity, tech giants like Microsoft have directly signed long-term nuclear power purchase agreements with the company.

Transwarp

688031:SH | China

Data Element LayerEnterprise Big Data Infrastructure Software

Core Business: Provides distributed relational databases, big data development tools, and graph databases, enabling enterprises to upgrade from traditional databases to AI-ready data platforms.

⚔️ Moat: Focused on breaking the monopoly of international giants (e.g., Oracle, Teradata) in core infrastructure software, deeply supporting billion-level data analytics scenarios in finance, transportation, and other industries.

Crystal Clear Electronic Materials

300655:SZ | China

Semiconductor Manufacturing & MaterialsSemiconductor Materials (Photoresists + Wet Electronic Chemicals)

Core Business: Its subsidiary Ruihong Suzhou is one of the earliest domestic producers to achieve mass production of i-line and KrF photoresists, while also holding a significant position in high-purity wet electronic chemicals.

⚔️ Moat: i-line and KrF photoresists have achieved volume supply, with customers covering major domestic wafer fabs. Its wet electronic chemicals (high-purity hydrogen peroxide, sulfuric acid, etc.) lead the domestic market in production capacity.

Zhipu AI

Unlisted | China

AI Models & MiddlewareLarge Models / Generative AI

Core Business: Developing general-purpose large models and middleware, providing API services and industry solutions.

⚔️ Moat: Based on the open-source ecosystem of the GLM series and a hundred-billion-parameter base model, combined with Tsinghua University's academic R&D team and commercialization capabilities.

Shuguang Digital Innovation

872808:BJ | China

Energy & Physical BaseImmersion Liquid Cooling

Core Business: Focuses on high-efficiency cooling technologies for data centers, particularly the research, development, and application of phase-change immersion liquid cooling systems.

⚔️ Moat: An absolute pioneer in domestic immersion liquid cooling technology, with extensive real-world deployment cases in national-level supercomputing centers and intelligent computing centers, leading peers in technical depth and engineering experience.

Moonshot AI / Kimi

Unlisted | China

AI Models & MiddlewareLarge Language Models / Generative AI

Core Business: Provides an ultra-long-context AI assistant (Kimi Chat), empowering individuals and enterprises with efficient information processing

⚔️ Moat: Globally leading 2-million-character lossless context window + refined consumer experience, building a highly sticky user ecosystem

Kimi

Unlisted | China

Compute Network & CloudLarge Language Models / AI Assistant

Core Business: Develops and operates the large language model Kimi, providing ultra-long context intelligent dialogue and text processing services

⚔️ Moat: Leads in 2-million-character ultra-long context window technology, combined with high-quality product experience, building differentiated barriers

Company Full Name (with Chinese short name)

Stock ticker:Exchange (e.g., NVDA:US / Unlisted) | Home country

Core Computing and Communication Hardware)Sub-industry

Core Business: Core business summary in one sentence (20-30 words)

⚔️ Moat: Core moat summarized in one sentence (30-50 words, for card display)

Boston Dynamics

Private | United States

Terminals & InteractionEmbodied Intelligence and Humanoid Robots

Core Business: Developing high-performance quadruped and bipedal robots, advancing AI interaction in the physical world

⚔️ Moat: World-class dynamic motion control algorithms + bionic mechanical design + real-time environmental adaptability integrated with large models

Hygon Information Technology Co., Ltd.

688041:SH | China

Core Compute & Comms HardwareDomestic x86 CPU & AI Accelerators

Core Business: Development and sales of x86-based general-purpose CPUs and AI-oriented DCU co-processors

⚔️ Moat: x86 instruction set compatibility + independent iteration capability, enabling seamless adoption of the mature software ecosystem

Haitian Ruisheng

688787:SH | China

Data LayerAI Training Data Services

Core Business: Provides high-quality datasets and customized annotation services for AI model training in speech, vision, natural language, and other modalities.

⚔️ Moat: A rare domestic enterprise with high-quality multilingual and multimodal data accumulation, deeply involved in the construction standards of domestic large-model corpora, and the first to launch an embodied intelligence data engineering service platform.

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Green Revolution Cooling (GRC)

Unlisted company | United States

Energy & Physical BaseImmersion Cooling

Core Business: Provides single-phase immersion cooling complete solutions to reduce data center PUE

⚔️ Moat: World's first commercial single-phase immersion cooling system, with 140+ patents and high customer stickiness

Tesla

TSLA:US | United States

Industry ApplicationsAutonomous Driving (End-to-End Large Models) / Humanoid Robots

Core Business: AI-driven electric vehicles, Full Self-Driving (FSD), and commercial solutions for humanoid robots

⚔️ Moat: The world's largest real-world driving data loop + end-to-end AI model (FSD V12) + vertically integrated manufacturing capability, building dual moats in autonomous driving and robotics

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Baidu

BIDU:US (NASDAQ) / 9888:HK (Hong Kong) | China

AI Models & MiddlewareLarge Models / Conversational AI

Core Business: Based on search engine, empowering AI applications and cloud services through ERNIE large models and PaddlePaddle platform

⚔️ Moat: Leveraging massive Chinese-language data and knowledge graphs accumulated from search scenarios, building a full-stack closed loop of ERNIE large model + PaddlePaddle deep learning

ACM Research (Shanghai), Inc.

688082:SH | China

Semiconductor ManufacturingSemiconductor Cleaning Equipment

Core Business: Provides advanced cleaning equipment and supporting technical solutions for wafer manufacturing

⚔️ Moat: Possesses globally leading megasonic cleaning technologies such as SAPS/TEBO, forming a differentiated moat in single-wafer cleaning

iFlytek

002230:SZ | China

Industry ApplicationsAI+Education/Healthcare/Government

Core Business: Leveraging the Spark Cognitive Large Model, it provides industry solutions such as AI education, AI healthcare, and AI government-enterprise services. It is one of the few domestic companies to achieve AI commercialization through integrated software and hardware.

⚔️ Moat: Has extremely deep G-end (government) and B-end channel barriers in key domestic industries such as education and healthcare, backed by years of accumulated industry data and scenario understanding. The software-hardware integrated product forms (learning machines, medical auxiliary terminals) provide clear payment vehicles for AI capabilities.

Vertiv

VRT:US | United States

Energy & Physical BaseData Center Infrastructure & Liquid Cooling

Core Business: Provide power, thermal management, and IT infrastructure solutions for data centers; a critical infrastructure supplier in the era of liquid-cooled heat dissipation.

⚔️ Moat: One of the world's largest suppliers of critical data center infrastructure, with products covering power distribution, thermal management (air cooling + liquid cooling), and monitoring systems, and deep expertise in liquid cooling system integration.

Micron Technology

MU:US | United States

Core Computing & Communications HardwareHBM Memory & DRAM

Core Business: A global leader in memory and storage solutions, aggressively pivoting into the high-bandwidth memory (HBM) market and data center SSDs.

⚔️ Moat: The third force in the HBM market, uniquely positioned by its US-based identity to benefit from supply-chain security considerations at North American clients such as NVIDIA. Adopts an aggressive technology roadmap in HBM3E to close the gap with the two Korean leaders.

Lenovo

0992:HK | China

Terminals & InteractionAI PC

Core Business: The world's largest personal computer manufacturer, driving the software and hardware standards and shipments of AI PCs, while also providing AI servers and enterprise-grade AI solutions.

⚔️ Moat: The base effect of being the world's No. 1 in PC shipments, and a strong voice in defining next-generation AI PC hardware through deep cooperation with Microsoft, Intel, and NVIDIA.

Tencent Holdings Limited

0700:HK | China

Compute Network & CloudGeneral-Purpose Large Models / Cloud AI Platform

Core Business: Leveraging its social and content ecosystem to provide AI large models and cloud AI platform services

⚔️ Moat: Consumer-side super traffic entrance + enterprise-side service ecosystem + full-stack self-developed large model capabilities

NVIDIA

NVDA:US | United States

Core Compute & Comms HardwareAI Chips/GPU

Core Business: High-performance GPU computing platform and software ecosystem for AI training and inference.

⚔️ Moat: CUDA software ecosystem + leading architecture iteration + deep integration with TSMC advanced packaging, forming a triple moat across hardware, software, and manufacturing.

NVIDIA

NVDA:US | United States

Core Compute & Comms HardwareGPU Accelerated Computing

Core Business: The world's largest AI chip and computing platform company, designing high-performance GPUs and providing the CUDA unified computing platform, as well as data center networking solutions based on InfiniBand/Spectrum-X.

⚔️ Moat: The CUDA software ecosystem has extremely deep barriers, with millions of developers creating high switching costs; the co-design of hardware and software systems (GPU+NVLink+InfiniBand) delivers unparalleled cluster performance advantages, resulting in de facto ecosystem monopolization.

Intel

INTC:US | United States

Core Computing and Communication HardwareCPU and AI Chips

Core Business: Designs and manufactures general-purpose CPUs, AI accelerators, FPGAs, and other core computing and communication hardware

⚔️ Moat: x86 instruction set ecosystem + IDM manufacturing process integration, tied to the Windows and PC/server supply chain

Envicool

002837:SZ | China

Energy & Physical InfrastructurePrecision Temperature Control & Liquid Cooling

Core Business: Provides precision temperature control and liquid cooling thermal management solutions for data centers; a domestic pioneer in cold-plate liquid cooling technology.

⚔️ Moat: Full-chain in-house R&D capabilities for data center liquid cooling technology (from cold plates to CDUs to piping), with deep partnerships with the three major telecom operators and leading internet companies.

Apple

AAPL:US | United States

Terminals & InteractionConsumer Electronics & AI Terminals

Core Business: Designs and sells high-end consumer electronics products and value-added services, building an AI-driven software and hardware ecosystem

⚔️ Moat: Closed vertically integrated software-hardware ecosystem, over 1 billion highly sticky users, brand premium and privacy protection moat

Apple

AAPL:US | United States

Terminals & InteractionAI Physical Terminals & On-Device AI

Core Business: The world's largest consumer electronics manufacturer, providing on-device AI experiences through its hardware ecosystem of iPhone, Mac, iPad, etc., combined with Apple Intelligence.

⚔️ Moat: Absolute control over the entry point for over 2 billion active devices worldwide. This highly privacy-focused device-cloud architecture (with a large amount of AI inference performed on local NPUs) makes large model companies like OpenAI and Google mere API suppliers to its system capabilities, unable to establish direct brand reach.

Apple Inc.

AAPL:US | United States

Compute Network & CloudAI Endpoint Devices and Intelligent Interaction

Core Business: Research & development, sales, and ecosystem operation of consumer electronic devices (iPhone, Mac, iPad) integrated with Apple Intelligence, and AI services.

⚔️ Moat: Deeply integrated hardware-software ecosystem, proprietary on-device AI chip capabilities, and strict privacy protection strategies create high user stickiness and competitive barriers.

Apple Inc.

AAPL:US | United States

end)Consumer Electronics and AI Terminals

Core Business: Designing, developing, and selling consumer electronics; building an integrated hardware-software ecosystem; and providing AI interaction entry points

⚔️ Moat: World-class brand loyalty + closed hardware-software ecosystem + user privacy protection + premium pricing power

Apple Inc. (Apple Intelligence)

AAPL:US | United States

Terminal & Interaction Gateway (CConsumer Electronics & AI Terminals

Core Business: Designs and sells iPhone, iPad, Mac and other hardware; builds the iOS ecosystem; integrates AI services

⚔️ Moat: Integrated software-hardware ecosystem, brand loyalty and user stickiness, proprietary chips and privacy protection technology

Google

GOOGL:US | United States

Core Compute & Comms HardwareAI accelerator chips (ASIC) / Cloud AI infrastructure

Core Business: In-house TPU chips and cloud AI compute services

⚔️ Moat: TPUs are deeply integrated with Google's AI software stack, owning one of the world's largest TPU clusters and forming an extremely high ecosystem barrier

Google

GOOGL:US | United States

Core Compute & Comms HardwareAI Chips and Accelerators

Core Business: Self-developed AI chips (TPU) and the world's largest AI computing infrastructure and cloud services

⚔️ Moat: Deep coupling of self-developed TPUs with TensorFlow/JAX, backed by the world's largest AI clusters and data center network, builds an integrated hardware-software ecosystem moat

AMD

AMD:US | United States

Core Compute & Comms HardwareGPU/CPU Accelerated Computing

Core Business: The only company globally that competes head-on with Intel and NVIDIA in both CPU and GPU markets. Provides data-center-grade MI series AI accelerator cards and EPYC server CPUs.

⚔️ Moat: Possesses extremely strong chip design capabilities (CPU+GPU integration), making it the only effective choice for cloud providers to counterbalance NVIDIA. The ROCm software ecosystem is rapidly catching up with CUDA, offering significant cost-performance advantages.

Tongfu Microelectronics Co., Ltd.

002156:SZ | China

Core Compute & Comms HardwareAdvanced Packaging / Chiplet

Core Business: Provide advanced chip packaging and testing services, focusing on Chiplet 2.5D/3D packaging technology

⚔️ Moat: One of the few domestic manufacturers capable of large-scale Chiplet packaging mass production, deeply tied to top customers such as AMD, with processes covering FCBGA, 2.5D TSV, and 3D stacking

Marvell

MRVL:US | United States

Core Compute & Comms HardwareNetworking communications chips & custom ASICs

Core Business: Provides semiconductor solutions for data infrastructure, including PAM4 DSP (core chips for optical modules), Ethernet switching chips, and custom AI ASIC foundry services for cloud providers.

⚔️ Moat: It holds a dominant position in the high-speed optical module core chip (PAM4 DSP) market; it also has strong customization capabilities for advanced-process chips and is an important partner for cloud providers such as Amazon in developing their own chips.

TSMC

2330:TW / TSM:US | Taiwan, China

Core Compute & Comms HardwareAdvanced Process and Advanced Packaging (CoWoS)

Core Business: Globally leading semiconductor wafer foundry and advanced packaging service provider

⚔️ Moat: World-leading advanced process technology, exclusive CoWoS packaging supply to AI chip giants, and extremely strong customer stickiness

Topoint Technology Co., Ltd.

8021:TWO | Taiwan

Semiconductor ManufacturingPCB processing consumables (micro drill bits)

Core Business: Globally leading manufacturer of tungsten-cobalt alloy micro drill bits and PCB routers, specializing in micro-hole drilling for AI servers and advanced packaging substrates

⚔️ Moat: 30 years of accumulated micro-drill geometric design and tungsten-cobalt alloy formulation expertise, aspect ratio exceeding 40:1, tool life 30% longer than competitors, and ties with the top 10 global substrate manufacturers

Jiangsu Changjiang Electronics Technology Co., Ltd. (JCET)

600584:SH | China

Core Computing and Communication HardwarePackaging and Testing

Core Business: Provides integrated circuit packaging and testing, as well as advanced packaging (Chiplet/2.5D/3D) solutions

⚔️ Moat: Top-3 global packaging and testing scale + leading domestic advanced packaging technology platform (TSV, fan-out, Chiplet)

ASML

ASML:US | Netherlands

Semiconductor ManufacturingSemiconductor Equipment (Lithography)

Core Business: The only company in the world that can mass-produce EUV (Extreme Ultraviolet) lithography machines, and a one-stop supplier of the most critical equipment in semiconductor manufacturing.

⚔️ Moat: A global monopoly in EUV lithography machines, with no competitor able to produce a mass-producible EUV system. Decades of precision optical and mechanical engineering, complex system integration capabilities, and deep ties with top-tier supply chains such as Zeiss form a technological moat that cannot be replicated in the short term.

Alibaba Cloud

9988:HK | China

Compute Network & CloudCloud Computing (IaaS/PaaS)

Core Business: The largest public cloud provider in China, offering computing power rental, Qwen large model API, and Bailian AI development platform.

⚔️ Moat: With the largest cloud computing infrastructure in China, it possesses the Qwen open-source large model ecosystem and the Bailian AI platform that integrates model fine-tuning and RAG, forming a full-stack closed loop from computing power to models to applications.

CloudWalk Technology Co., Ltd.

688327:SH | China

Industry ApplicationsAI Solutions and Project Outsourcing

Core Business: Provides customized AI solutions for finance, security, transportation and other industries, and undertakes enterprise-level AI project outsourcing

⚔️ Moat: Core technology platform based on human-machine collaborative operating system, but gross margin under pressure in project-based model, reliant on downstream customer relationships

Qualcomm

QCOM:US | United States

Core Compute & Comms HardwareMobile SoC and wireless communication chips

Core Business: Designs, develops, and supplies wireless communication chips and mobile processing platforms, along with technology patent licensing.

⚔️ Moat: Globally leading CDMA/5G communications patent portfolio + Snapdragon mobile platform ecosystem, forming a software-hardware integrated edge AI computing moat.

Dingtai High-Tech

301377:SZ | China

Semiconductor Manufacturing & MaterialsPCB/IC Substrate Micro-Drill Consumables

Core Business: Global #1 in PCB micro-drill sales, focused on R&D, production, and sales of micro drill bits, milling cutters, and precision cutting tools, widely used in AI server HDI boards, IC substrates, automotive electronics, and other fields.

⚔️ Moat: Over 20% global market share in PCB micro-drills, ranking first. The core barrier lies in the in-house development of the underlying cemented carbide (tungsten-cobalt alloy) material formula, as well as micron-level precision grinding processes for cutting tools, forming a full-chain closed loop from powder metallurgy to finished tools.