分佈式和邊緣計算的人工智能和機器學習

本報告探索並分析了分佈式計算和邊緣計算的人工智能和機器學習，提供了對最新趨勢、市場動態、增長機會和未來前景的洞察。

實際好處

• 通過邊緣人工智能 (AI) 解決方案為網關和本地服務器的增長機會提供明確的指導
• 確定利基市場，設定切合實際的銷售業績目標，並為 AI 產品製定正確的消息傳遞和策略
• 支持內部利益相關者了解各行業雲和邊緣 AI 的最新趨勢

本報告回答的關鍵問題

• 基於架構和收入的不同 AI 芯片組供應商的當前市場動態
• 引入雲端和邊緣 AI 芯片組的未來進展
• 網關和本地服務器上 AI 學習和推理工作負載的未來進展

調查亮點

• 17 個行業和 4 個主要地區配備邊緣 AI 芯片組的網關和本地服務器的出貨量
• 主要 AI 芯片組供應商的市場份額
• AI 芯片組架構的演變

觀眾

• AI 芯片組供應商的產品戰略經理
• 尋求了解短期和長期垂直機會的 AI 解決方案提供商
• 推動 AI 在公司內部採用的創新和營銷領導者
• 希望為內部項目確定合適的 AI 解決方案的決策者

內容

表格

圖

• 圖 1：邊緣 AI 網關的總出貨量 - 按行業
• 圖 2：按 AI 工作負載劃分的邊緣 AI 網關總出貨量
• 圖 3：用於邊緣 AI 網關的邊緣 AI 推理和訓練芯片組的總出貨量 - 按地區
• 圖 4：用於邊緣 AI 網關的邊緣 AI 推理芯片組的總出貨量 - 按架構
• 圖 5：用於邊緣 AI 網關的邊緣 AI 推理芯片組的供應商市場份額
• 圖 6：用於邊緣 AI 網關的邊緣 AI 訓練芯片組的總出貨量 - 按架構
• 圖 7：本地和邊緣雲 AI 服務器的總出貨量 - 按行業
• 圖 8：本地和邊緣雲 AI 服務器的總出貨量 – 按 AI 工作負載
• 圖 9：用於本地和邊緣雲 AI 服務器的邊緣 AI 推理和訓練芯片組的總出貨量 – 按地區
• 圖 10：用於本地和邊緣雲 AI 服務器的邊緣 AI 推理芯片組的總出貨量 – 按架構
• 圖 11：用於本地和邊緣雲 AI 服務器的邊緣 AI 推理芯片組的供應商收入
• 圖 12：用於本地和邊緣雲 AI 服務器的邊緣 AI 訓練芯片組的總出貨量 – 按架構
• 圖 13：用於本地和邊緣雲 AI 服務器的邊緣 AI 訓練芯片組的供應商收入

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