TinyML全球市場2026-2030

全球 TinyML 市場預計在 2025 年至 2030 年間成長至 80.57 億美元，預測期內複合年成長率為 35.7%。

本報告對全球 TinyML 市場進行了全面分析，包括市場規模和預測、趨勢、成長要素、挑戰以及涵蓋約 25 家供應商的供應商分析。

本報告對當前市場狀況、最新市場趨勢和促進因素以及整體市場環境進行了最新分析。推動該市場發展的因素包括：電池供電物聯網設備的普及和對超低功耗的需求、日益嚴格的車載感測和安全法規、模型壓縮技術的進步以及自動化開發工具鏈的發展。

本研究客觀地結合了一手和二手訊息，包括主要行業相關人員的意見。報告內容涵蓋主要公司分析、全面的市場規模數據、區域細分分析以及供應商格局。報告還包含歷史數據和預測數據。

本研究指出，電池供電穿戴裝置的普及是未來幾年全球 TinyML 市場成長的主要驅動力之一。此外，透過設備級資料保護實現的下一代隱私保護、工業IoT的策略整合以及工業 4.0 的發展預計也將產生顯著的市場需求。

目錄

第1章：執行摘要

第2章 Technavio 分析

• 分析定價、生命週期、顧客購買籃子、採用率和購買標準。
• 輸入的重要性及差異化因素
• 干擾因素
• 促進因素和挑戰的影響

第3章 市場狀況

• 市場生態系統
• 市場特徵
• 價值鏈分析

第4章 市場規模

• 市場的定義
• 市場區隔分析
• 2025年市場規模
• 市場展望，2025-2030年

第5章 市場規模與表現

• 2020-2024年全球TinyML市場
• 基於組件的細分市場分析，2020-2024 年
• 基於應用領域的細分市場分析，2020-2024 年
• 2020-2024 年最終用戶細分市場分析
• 區域區隔市場分析，2020-2024 年
• 2020-2024年各國細分市場分析

第6章 定性分析

• 人工智慧的影響：全球 TinyML 市場
• 地緣政治衝突的影響：全球 TinyML 市場

第7章：五力分析

第8章 市場區隔：按組件

• 比較：按組件
• 解決方案
• 服務
• 市場機會：按組件分類

第9章 市場區隔：依應用

• 比較：按應用
• 流程最佳化
• 健康監測
• 智慧農業
• 環境監測
• 自動駕駛汽車
• 市場機會：依應用領域分類

第10章 市場區隔：依最終用戶分類

• 比較：按最終用戶
• 衛生保健
• 製造業
• 家用電子產品
• 農業
• 其他
• 市場機會：依最終用戶分類

第11章 客戶情況

第12章 區域情勢

• 區域細分
• 區域比較
• 北美洲
  • 美國
  • 加拿大
  • 墨西哥
• 亞太地區
  • 中國
  • 日本
  • 印度
  • 韓國
  • 澳洲
  • 新加坡
• 歐洲
  • 德國
  • 英國
  • 法國
  • 義大利
  • 西班牙
  • 荷蘭
• 南美洲
  • 巴西
  • 阿根廷
  • 智利
• 中東和非洲
  • 沙烏地阿拉伯
  • UAE
  • 南非
  • 以色列
  • 埃及
• 市場機會：按地區分類

第13章 促進因素、挑戰與機遇

• 市場促進因素
• 市場挑戰
• 促進因素和挑戰的影響
• 市場機遇

第14章 競爭格局

• 概述
• 競爭格局
• 混亂局面
• 產業風險

第15章 競爭分析

• 公司簡介
• 公司排名指標
• 企業市場定位
• Amazon Web Services Inc.
• Arm Ltd.
• Edgeimpulse Inc.
• Efinix Inc.
• Google LLC
• Infineon Technologies AG
• Lattice Semiconductor Corp.
• Meta Platforms Inc.
• Microsoft Corp.
• Mythic Inc.
• Neuton.AI
• NXP Semiconductors NV
• Renesas Electronics Corp.
• Syntiant Corp.
• Useful Sensors Inc.

第16章附錄

The global tinyml market is forecasted to grow by USD 8057 mn during 2025-2030, accelerating at a CAGR of 35.7% during the forecast period. The report on the global tinyml market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by proliferation of battery-powered iot devices and ultra-low-power requirements, escalation of automotive in-cabin sensing and safety regulations, advancements in model compression and automated development toolchains.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market size data, segment with regional analysis and vendor landscape in addition to an analysis of the key companies. Reports have historic and forecast data.

Technavio's global tinyml market is segmented as below:

By Component

• Solutions
• Services

By Application

• Process optimization
• Health monitoring
• Smart agriculture
• Environmental monitoring
• Autonomous vehicles

By End-User

• Healthcare
• Manufacturing
• Consumer electronics
• Agriculture
• Others

Geography

• North America
  • US
  • Canada
  • Mexico
• APAC
  • China
  • Japan
  • India
  • South Korea
  • Australia
  • Singapore
• Europe
  • Germany
  • UK
  • France
  • Italy
  • Spain
  • The Netherlands
• South America
  • Brazil
  • Argentina
  • Chile
• Middle East and Africa
  • UAE
  • South Africa
  • Egypt
• Rest of World (ROW)

This study identifies the proliferation of battery powered wearable devices as one of the prime reasons driving the global tinyml market growth during the next few years. Also, next-gen privacy by securing data at device level and strategic integration of industrial iot and evolution of industry 4 will lead to sizable demand in the market.

The report on the global tinyml market covers the following areas:

• Global tinyml market sizing
• Global tinyml market forecast
• Global tinyml market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading global tinyml market vendors that include Amazon Web Services Inc., Arduino Srl, Arm Ltd., Edgeimpulse Inc., Efinix Inc., Google LLC, GreenWaves Technologies SAS, Imagimob AB, Infineon Technologies AG, Latent AI Inc., Lattice Semiconductor Corp., Meta Platforms Inc., Microsoft Corp., Mythic Inc., Neuton.AI, NXP Semiconductors NV, Renesas Electronics Corp., SensiML Corp, Syntiant Corp., Useful Sensors Inc.. Also, the global tinyml market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive primary and secondary research. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast accurate market growth.

Table of Contents

1 Executive Summary

• 1.1 Market overview
  • Executive Summary - Chart on Market Overview
  • Executive Summary - Data Table on Market Overview
  • Executive Summary - Chart on Global Market Characteristics
  • Executive Summary - Chart on Market by Geography
  • Executive Summary - Chart on Market Segmentation by Component
  • Executive Summary - Chart on Market Segmentation by Application
  • Executive Summary - Chart on Market Segmentation by End-user
  • Executive Summary - Chart on Incremental Growth
  • Executive Summary - Data Table on Incremental Growth
  • Executive Summary - Chart on Company Market Positioning

2 Technavio Analysis

• 2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
• 2.2 Criticality of inputs and Factors of differentiation
• 2.3 Factors of disruption
• 2.4 Impact of drivers and challenges

3 Market Landscape

• 3.1 Market ecosystem
• 3.2 Market characteristics
• 3.3 Value chain analysis

4 Market Sizing

• 4.1 Market definition
• 4.2 Market segment analysis
  • Market segments
• 4.3 Market size 2025
• 4.4 Market outlook: Forecast for 2025-2030

5 Historic Market Size

• 5.1 Global TinyML Market 2020 - 2024
  • Historic Market Size - Data Table on Global TinyML Market 2020 - 2024 ($ million)
• 5.2 Component segment analysis 2020 - 2024
  • Historic Market Size - Component Segment 2020 - 2024 ($ million)
• 5.3 Application segment analysis 2020 - 2024
  • Historic Market Size - Application Segment 2020 - 2024 ($ million)
• 5.4 End-user segment analysis 2020 - 2024
  • Historic Market Size - End-user Segment 2020 - 2024 ($ million)
• 5.5 Geography segment analysis 2020 - 2024
  • Historic Market Size - Geography Segment 2020 - 2024 ($ million)
• 5.6 Country segment analysis 2020 - 2024
  • Historic Market Size - Country Segment 2020 - 2024 ($ million)

6 Qualitative Analysis

• 6.1 Impact of AI on Global TinyML Market
• 6.2 Impact of geopolitical conflicts on Global TinyML Market

7 Five Forces Analysis

• 7.1 Five forces summary
  • Five forces analysis - Comparison between 2025 and 2030
• 7.2 Bargaining power of buyers
  • Bargaining power of buyers - Impact of key factors 2025 and 2030
• 7.3 Bargaining power of suppliers
  • Bargaining power of suppliers - Impact of key factors in 2025 and 2030
• 7.4 Threat of new entrants
  • Threat of new entrants - Impact of key factors in 2025 and 2030
• 7.5 Threat of substitutes
  • Threat of substitutes - Impact of key factors in 2025 and 2030
• 7.6 Threat of rivalry
  • Threat of rivalry - Impact of key factors in 2025 and 2030
• 7.7 Market condition

8 Market Segmentation by Component

• 8.1 Market segments
• 8.2 Comparison by Component
• 8.3 Solutions - Market size and forecast 2025-2030
• 8.4 Services - Market size and forecast 2025-2030
• 8.5 Market opportunity by Component
  • Market opportunity by Component ($ million)

9 Market Segmentation by Application

• 9.1 Market segments
• 9.2 Comparison by Application
• 9.3 Process optimization - Market size and forecast 2025-2030
• 9.4 Health monitoring - Market size and forecast 2025-2030
• 9.5 Smart agriculture - Market size and forecast 2025-2030
• 9.6 Environmental monitoring - Market size and forecast 2025-2030
• 9.7 Autonomous vehicles - Market size and forecast 2025-2030
• 9.8 Market opportunity by Application
  • Market opportunity by Application ($ million)

10 Market Segmentation by End-user

• 10.1 Market segments
• 10.2 Comparison by End-user
• 10.3 Healthcare - Market size and forecast 2025-2030
• 10.4 Manufacturing - Market size and forecast 2025-2030
• 10.5 Consumer electronics - Market size and forecast 2025-2030
• 10.6 Agriculture - Market size and forecast 2025-2030
• 10.7 Others - Market size and forecast 2025-2030
• 10.8 Market opportunity by End-user
  • Market opportunity by End-user ($ million)

11 Customer Landscape

• 11.1 Customer landscape overview
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

12 Geographic Landscape

• 12.1 Geographic segmentation
• 12.2 Geographic comparison
• 12.3 North America - Market size and forecast 2025-2030
  • 12.3.1 US - Market size and forecast 2025-2030
  • 12.3.2 Canada - Market size and forecast 2025-2030
  • 12.3.3 Mexico - Market size and forecast 2025-2030
• 12.4 APAC - Market size and forecast 2025-2030
  • 12.4.1 China - Market size and forecast 2025-2030
  • 12.4.2 Japan - Market size and forecast 2025-2030
  • 12.4.3 India - Market size and forecast 2025-2030
  • 12.4.4 South Korea - Market size and forecast 2025-2030
  • 12.4.5 Australia - Market size and forecast 2025-2030
  • 12.4.6 Singapore - Market size and forecast 2025-2030
• 12.5 Europe - Market size and forecast 2025-2030
  • 12.5.1 Germany - Market size and forecast 2025-2030
  • 12.5.2 UK - Market size and forecast 2025-2030
  • 12.5.3 France - Market size and forecast 2025-2030
  • 12.5.4 Italy - Market size and forecast 2025-2030
  • 12.5.5 Spain - Market size and forecast 2025-2030
  • 12.5.6 The Netherlands - Market size and forecast 2025-2030
• 12.6 South America - Market size and forecast 2025-2030
  • 12.6.1 Brazil - Market size and forecast 2025-2030
  • 12.6.2 Argentina - Market size and forecast 2025-2030
  • 12.6.3 Chile - Market size and forecast 2025-2030
• 12.7 Middle East and Africa - Market size and forecast 2025-2030
  • 12.7.1 Saudi Arabia - Market size and forecast 2025-2030
  • 12.7.2 UAE - Market size and forecast 2025-2030
  • 12.7.3 South Africa - Market size and forecast 2025-2030
  • 12.7.4 Israel - Market size and forecast 2025-2030
  • 12.7.5 Egypt - Market size and forecast 2025-2030
• 12.8 Market opportunity by geography
  • Market opportunity by geography ($ million)
  • Data Tables on Market opportunity by geography ($ million)

13 Drivers, Challenges, and Opportunity

• 13.1 Market drivers
  • Proliferation of battery-powered IoT devices and ultra-low-power requirements
  • Escalation of automotive in-cabin sensing and safety regulations
  • Advancements in model compression and automated development toolchains
• 13.2 Market challenges
  • Hardware resource constraints and mathematical optimization complexity
  • System fragmentation and lack of standardized interoperability
  • Data privacy security and regulatory compliance in decentralized environments
• 13.3 Impact of drivers and challenges
  • Impact of drivers and challenges in 2025 and 2030
• 13.4 Market opportunities
  • Proliferation of battery powered wearable devices
  • Next-gen privacy by securing data at device level
  • Strategic integration of industrial IoT and evolution of industry 4.0

14 Competitive Landscape

• 14.1 Overview
• 14.2 Competitive Landscape
  • Overview on criticality of inputs and factors of differentiation
• 14.3 Landscape disruption
  • Overview on factors of disruption
• 14.4 Industry risks
  • Impact of key risks on business

15 Competitive Analysis

• 15.1 Companies profiled
  • Companies covered
• 15.2 Company ranking index
  • Company ranking index
• 15.3 Market positioning of companies
  • Matrix on companies position and classification
• 15.4 Amazon Web Services Inc.
  • Amazon Web Services Inc. - Overview
  • Amazon Web Services Inc. - Product / Service
  • Amazon Web Services Inc. - Key offerings
  • SWOT
• 15.5 Arm Ltd.
  • Arm Ltd. - Overview
  • Arm Ltd. - Product / Service
  • Arm Ltd. - Key offerings
  • SWOT
• 15.6 Edgeimpulse Inc.
  • Edgeimpulse Inc. - Overview
  • Edgeimpulse Inc. - Product / Service
  • Edgeimpulse Inc. - Key offerings
  • SWOT
• 15.7 Efinix Inc.
  • Efinix Inc. - Overview
  • Efinix Inc. - Product / Service
  • Efinix Inc. - Key offerings
  • SWOT
• 15.8 Google LLC
  • Google LLC - Overview
  • Google LLC - Product / Service
  • Google LLC - Key offerings
  • SWOT
• 15.9 Infineon Technologies AG
  • Infineon Technologies AG - Overview
  • Infineon Technologies AG - Business segments
  • Infineon Technologies AG - Key news
  • Infineon Technologies AG - Key offerings
  • Infineon Technologies AG - Segment focus
  • SWOT
• 15.10 Lattice Semiconductor Corp.
  • Lattice Semiconductor Corp. - Overview
  • Lattice Semiconductor Corp. - Product / Service
  • Lattice Semiconductor Corp. - Key offerings
  • SWOT
• 15.11 Meta Platforms Inc.
  • Meta Platforms Inc. - Overview
  • Meta Platforms Inc. - Business segments
  • Meta Platforms Inc. - Key offerings
  • Meta Platforms Inc. - Segment focus
  • SWOT
• 15.12 Microsoft Corp.
  • Microsoft Corp. - Overview
  • Microsoft Corp. - Business segments
  • Microsoft Corp. - Key news
  • Microsoft Corp. - Key offerings
  • Microsoft Corp. - Segment focus
  • SWOT
• 15.13 Mythic Inc.
  • Mythic Inc. - Overview
  • Mythic Inc. - Product / Service
  • Mythic Inc. - Key offerings
  • SWOT
• 15.14 Neuton.AI
  • Neuton.AI - Overview
  • Neuton.AI - Product / Service
  • Neuton.AI - Key offerings
  • SWOT
• 15.15 NXP Semiconductors NV
  • NXP Semiconductors NV - Overview
  • NXP Semiconductors NV - Business segments
  • NXP Semiconductors NV - Key news
  • NXP Semiconductors NV - Key offerings
  • NXP Semiconductors NV - Segment focus
  • SWOT
• 15.16 Renesas Electronics Corp.
  • Renesas Electronics Corp. - Overview
  • Renesas Electronics Corp. - Business segments
  • Renesas Electronics Corp. - Key news
  • Renesas Electronics Corp. - Key offerings
  • Renesas Electronics Corp. - Segment focus
  • SWOT
• 15.17 Syntiant Corp.
  • Syntiant Corp. - Overview
  • Syntiant Corp. - Product / Service
  • Syntiant Corp. - Key offerings
  • SWOT
• 15.18 Useful Sensors Inc.
  • Useful Sensors Inc. - Overview
  • Useful Sensors Inc. - Product / Service
  • Useful Sensors Inc. - Key offerings
  • SWOT

16 Appendix

• 16.1 Scope of the report
  • Market definition
  • Objectives
  • Notes and caveats
• 16.2 Inclusions and exclusions checklist
  • Inclusions checklist
  • Exclusions checklist
• 16.3 Currency conversion rates for US$
  • Currency conversion rates for US$
• 16.4 Research methodology
  • Research methodology
• 16.5 Data procurement
  • Information sources
• 16.6 Data validation
  • Data validation
• 16.7 Validation techniques employed for market sizing
  • Validation techniques employed for market sizing
• 16.8 Data synthesis
  • Data synthesis
• 16.9 360 degree market analysis
  • 360 degree market analysis
• 16.10 List of abbreviations
  • List of abbreviations