分布式和边缘计算的人工智能和机器学习

本报告探索并分析了分布式计算和边缘计算的人工智能和机器学习，提供了对最新趋势、市场动态、增长机会和未来前景的洞察。

实际好处

• 通过边缘人工智能 (AI) 解决方案为网关和本地服务器的增长机会提供明确的指导
• 确定利基市场，设定切合实际的销售业绩目标，并为 AI 产品製定正确的消息传递和策略
• 支持内部利益相关者了解各行业云和边缘 AI 的最新趋势

本报告回答的关键问题

• 基于架构和收入的不同 AI 芯片组供应商的当前市场动态
• 引入云端和边缘 AI 芯片组的未来进展
• 网关和本地服务器上 AI 学习和推理工作负载的未来进展

调查亮点

• 17 个行业和 4 个主要地区配备边缘 AI 芯片组的网关和本地服务器的出货量
• 主要 AI 芯片组供应商的市场份额
• AI 芯片组架构的演变

观众

• AI 芯片组供应商的产品战略经理
• 寻求了解短期和长期垂直机会的 AI 解决方案提供商
• 推动 AI 在公司内部采用的创新和营销领导者
• 希望为内部项目确定合适的 AI 解决方案的决策者

内容

表格

图

• 图 1：边缘 AI 网关的总出货量 - 按行业
• 图 2：按 AI 工作负载划分的边缘 AI 网关总出货量
• 图 3：用于边缘 AI 网关的边缘 AI 推理和训练芯片组的总出货量 - 按地区
• 图 4：用于边缘 AI 网关的边缘 AI 推理芯片组的总出货量 - 按架构
• 图 5：用于边缘 AI 网关的边缘 AI 推理芯片组的供应商市场份额
• 图 6：用于边缘 AI 网关的边缘 AI 训练芯片组的总出货量 - 按架构
• 图 7：本地和边缘云 AI 服务器的总出货量 - 按行业
• 图 8：本地和边缘云 AI 服务器的总出货量 – 按 AI 工作负载
• 图 9：用于本地和边缘云 AI 服务器的边缘 AI 推理和训练芯片组的总出货量 – 按地区
• 图 10：用于本地和边缘云 AI 服务器的边缘 AI 推理芯片组的总出货量 – 按架构
• 图 11：用于本地和边缘云 AI 服务器的边缘 AI 推理芯片组的供应商收入
• 图 12：用于本地和边缘云 AI 服务器的边缘 AI 训练芯片组的总出货量 – 按架构
• 图 13：用于本地和边缘云 AI 服务器的边缘 AI 训练芯片组的供应商收入

Actionable Benefits:

• Provide clear guidance on the growth opportunities in gateways and on-premises servers with edge Artificial Intelligence (AI) solution.
• Identify market niches, set realistic sales performance goals, and formulate the right messaging and strategies for AI products.
• Educate internal stakeholders on the latest development in cloud and edge AI across various verticals.

Critical Questions Answered:

• What is the current market dynamic between different AI chipset vendors based on architecture and revenue?
• How will cloud and edge AI chipset deployment evolve over time?
• How will AI training and inference workload evolve over time in gateways and on-premises servers?

Research Highlights:

• Shipments of gateways and on-premises servers with edge AI chipset across 17 verticals and 4 main regions.
• Market share of key AI chipset vendors.
• Evolution of AI chipset architecture.

Who Should Read This?

• Product strategists at AI chipset vendors.
• AI solution providers looking to understand short-term and long-term vertical-specific opportunities.
• Innovation and marketing leaders promoting AI adoption within their company.
• Decision makers looking to identify the right AI solution for internal projects.

Table of Contents

Tables

• Table 1: Definitions for Major Forecasting Categories
• Table 2: Total Shipments and Installed Base for Edge AI Gateways by Vertical
• Table 3: Total Shipments and Breakdown of Edge AI Gateways by AI Workload
• Table 4: Total Shipments and Revenue for Edge AI Inference and Training Chipsets in Edge AI Gateways by Region
• Table 5: Total Shipments and Revenue for Edge AI Inference Chipsets for Edge AI Gateways by Architecture
• Table 6: Vendor Revenue and Market Share of Edge AI Inference Chipsets for Edge AI Gateways
• Table 7: Total Shipments and Revenue for Edge AI Training Chipsets for Edge AI Gateways by Architecture
• Table 8: Total Shipments and Installed Base for On-Premises and Edge Cloud AI Servers by Vertical
• Table 9: Total Shipments and Breakdown of On-Premises and Edge Cloud AI Servers by AI Workload
• Table 10: Total Shipments and Revenue for Edge AI Inference and Training Chipsets in On-Premises and Edge Cloud AI Servers by Region
• Table 11: Total Shipments and Revenue for Edge AI Inference Chipsets in On-Premises and Edge Cloud AI Servers by Architecture
• Table 12: Vendor Revenue and Market Share of Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers
• Table 13: Total Shipments and Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers by Architecture
• Table 14: Vendor Revenue and Market Share of Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers

Charts

• Chart 1: Total Shipments for Edge AI Gateways by Vertical
• Chart 2: Total Shipments for Edge AI Gateways by AI Workload
• Chart 3: Total Shipments for Edge AI Inference and Training Chipsets in Edge AI Gateways by Region
• Chart 4: Total Shipments for Edge AI Inference Chipsets for Edge AI Gateways by Architecture
• Chart 5: Vendor Market Share of Edge AI Inference Chipsets for Edge AI Gateways
• Chart 6: Total Shipments for Edge AI Training Chipsets for Edge AI Gateways by Architecture
• Chart 7: Total Shipments for On-Premises and Edge Cloud AI Servers by Vertical
• Chart 8: Total Shipments for On-Premises and Edge Cloud AI Servers by AI Workload
• Chart 9: Total Shipments for Edge AI Inference and Training Chipsets in On-Premises and Edge Cloud AI Servers by Region
• Chart 10: Total Shipments for Edge AI Inference Chipsets in On-Premises and Edge Cloud AI Servers by Architecture
• Chart 11: Vendor Revenue for Edge AI Inference Chipsets for On-Premises and Edge Cloud AI Servers
• Chart 12: Total Shipments for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers by Architecture
• Chart 13: Vendor Revenue for Edge AI Training Chipsets for On-Premises and Edge Cloud AI Servers