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Global On-device AI Market Research Report 2024

Published Date: April 2024

Report Code: QYRE-Auto-22U9753

Global On device AI Market Research Report 2022

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Global On-device AI Market Research Report 2024

Code: QYRE-Auto-22U9753

Report

April 2024

Pages:81

QYResearch

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DESCRIPTION

TABLE OF CONTENT

TABLES & FIGURES

FEATURED COMPANIES

Qualcomm Inc

Fujitsu Limited

Apple

Amazon

GOOGLE INC

Huawei

Baidu

NVidia

SenseTime Group Limited

Counterpoint Research

On-device AI Market

Artificial intelligence is one of the emerging technologies that helps reduce manpower and is entirely based on machine learning. On-device AI refers to the device carrier that runs artificial intelligence.

The global On-device AI market was valued at US$ million in 2023 and is anticipated to reach US$ million by 2030, witnessing a CAGR of % during the forecast period 2024-2030.

China and the United States are two leaders in AI industry. On the AI 100 list (2022) released by CB Insights, the number of companies in the United States ranks first, with more than 70 companies, followed by the United Kingdom, with 8 companies on the list. China and Canada both holds 5 companies on the list. According to data from the China Academy of Information and Communications Technology, the scale of China's core artificial intelligence industry reached ¥508 billion in 2022, a year-on-year increase of 18%. From 2013 to November 2022, the cumulative number of patent applications for artificial intelligence inventions in the world reached 729,000, and the cumulative number of applications in China reached 389,000, accounting for 53.4%. However, the Global Artificial Intelligence Innovation Index Report 2021 released by the China Institute of Scientific and Technological Information shows that the overall strength of the United States is still far ahead. The number of artificial intelligence companies in the United States is about 4,670, while China has only 880. China's data center is less than 1/52 of that of the United States.

This report aims to provide a comprehensive presentation of the global market for On-device AI, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding On-device AI.

Report Scope

The On-device AI market size, estimations, and forecasts are provided in terms of revenue ($ millions), considering 2023 as the base year, with history and forecast data for the period from 2019 to 2030. This report segments the global On-device AI market comprehensively. Regional market sizes, concerning products by Type, by Application, and by players, are also provided.

For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.

The report will help the On-device AI companies, new entrants, and industry chain related companies in this market with information on the revenues, sales volume, and average price for the overall market and the sub-segments across the different segments, by company, by Type, by Application, and by regions.

Market Segmentation

Scope of On-device AI Market Report

Report Metric	Details
Report Name	On-device AI Market
Segment by Type	Hardware Software
Segment by Application	Image Identification Speech Recognition Image Processing Medical Imaging Internet of Things
By Region	North America (United States, Canada) Europe (Germany, France, UK, Italy, Russia) Rest of Europe Nordic Countries Asia-Pacific (China, Japan, South Korea) Southeast Asia (India, Australia) Rest of Asia Latin America (Mexico, Brazil) Rest of Latin America Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of MEA)
By Company	Qualcomm, Fujitsu, Apple, Amazon, Google, SenseTime Group Limited, Counterpoint Research, Huawei, Baidu, NVIDIA
Forecast units	USD million in value
Report coverage	Revenue and volume forecast, company share, competitive landscape, growth factors and trends

Chapter Outline

Chapter 1: Introduces the report scope of the report, executive summary of different market segments (by Type, by Application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
Chapter 2: Introduces executive summary of global market size, regional market size, this section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
Chapter 3: Detailed analysis of On-device AI companies’ competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
Chapter 4: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
Chapter 5: Provides the analysis of various market segments by Application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
Chapter 6, 7, 8, 9, 10: North America, Europe, Asia Pacific, Latin America, Middle East and Africa segment by country. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world.
Chapter 11: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product sales, revenue, price, gross margin, product introduction, recent development, etc.
Chapter 12: The main points and conclusions of the report.

FAQ for this report

What is the On-device AI Market share by region?

Ans: According to data from the China Academy of Information and Communications Technology, the scale of China's core artificial intelligence industry reached ¥508 billion in 2022, a year-on-year increase of 18%. From 2013 to November 2022, the cumulative number of patent applications for artificial intelligence inventions in the world reached 729,000, and the cumulative number of applications in China reached 389,000, accounting for 53.4%.

Who are the main players in the On-device AI Market report?

Ans: The main players in the On-device AI Market are Qualcomm, Fujitsu, Apple, Amazon, Google, SenseTime Group Limited, Counterpoint Research, Huawei, Baidu, NVIDIA

What are the Application segmentation covered in the On-device AI Market report?

Ans: The Applications covered in the On-device AI Market report are Image Identification, Speech Recognition, Image Processing, Medical Imaging, Internet of Things

What are the Type segmentation covered in the On-device AI Market report?

Ans: The Types covered in the On-device AI Market report are Hardware, Software

1 Report Overview

1.1 Study Scope

1.2 Market Analysis by Type

1.2.1 Global On-device AI Market Size Growth Rate by Type: 2019 VS 2023 VS 2030

1.2.2 Hardware

1.2.3 Software

1.3 Market by Application

1.3.1 Global On-device AI Market Growth by Application: 2019 VS 2023 VS 2030

1.3.2 Image Identification

1.3.3 Speech Recognition

1.3.4 Image Processing

1.3.5 Medical Imaging

1.3.6 Internet of Things

1.4 Study Objectives

1.5 Years Considered

1.6 Years Considered

2 Global Growth Trends

2.1 Global On-device AI Market Perspective (2019-2030)

2.2 On-device AI Growth Trends by Region

2.2.1 Global On-device AI Market Size by Region: 2019 VS 2023 VS 2030

2.2.2 On-device AI Historic Market Size by Region (2019-2024)

2.2.3 On-device AI Forecasted Market Size by Region (2025-2030)

2.3 On-device AI Market Dynamics

2.3.1 On-device AI Industry Trends

2.3.2 On-device AI Market Drivers

2.3.3 On-device AI Market Challenges

2.3.4 On-device AI Market Restraints

3 Competition Landscape by Key Players

3.1 Global Top On-device AI Players by Revenue

3.1.1 Global Top On-device AI Players by Revenue (2019-2024)

3.1.2 Global On-device AI Revenue Market Share by Players (2019-2024)

3.2 Global On-device AI Market Share by Company Type (Tier 1, Tier 2, and Tier 3)

3.3 Players Covered: Ranking by On-device AI Revenue

3.4 Global On-device AI Market Concentration Ratio

3.4.1 Global On-device AI Market Concentration Ratio (CR5 and HHI)

3.4.2 Global Top 10 and Top 5 Companies by On-device AI Revenue in 2023

3.5 On-device AI Key Players Head office and Area Served

3.6 Key Players On-device AI Product Solution and Service

3.7 Date of Enter into On-device AI Market

3.8 Mergers & Acquisitions, Expansion Plans

4 On-device AI Breakdown Data by Type

4.1 Global On-device AI Historic Market Size by Type (2019-2024)

4.2 Global On-device AI Forecasted Market Size by Type (2025-2030)

5 On-device AI Breakdown Data by Application

5.1 Global On-device AI Historic Market Size by Application (2019-2024)

5.2 Global On-device AI Forecasted Market Size by Application (2025-2030)

6 North America

6.1 North America On-device AI Market Size (2019-2030)

6.2 North America On-device AI Market Growth Rate by Country: 2019 VS 2023 VS 2030

6.3 North America On-device AI Market Size by Country (2019-2024)

6.4 North America On-device AI Market Size by Country (2025-2030)

6.5 United States

6.6 Canada

7 Europe

7.1 Europe On-device AI Market Size (2019-2030)

7.2 Europe On-device AI Market Growth Rate by Country: 2019 VS 2023 VS 2030

7.3 Europe On-device AI Market Size by Country (2019-2024)

7.4 Europe On-device AI Market Size by Country (2025-2030)

7.5 Germany

7.6 France

7.7 U.K.

7.8 Italy

7.9 Russia

7.10 Nordic Countries

8 Asia-Pacific

8.1 Asia-Pacific On-device AI Market Size (2019-2030)

8.2 Asia-Pacific On-device AI Market Growth Rate by Region: 2019 VS 2023 VS 2030

8.3 Asia-Pacific On-device AI Market Size by Region (2019-2024)

8.4 Asia-Pacific On-device AI Market Size by Region (2025-2030)

8.5 China

8.6 Japan

8.7 South Korea

8.8 Southeast Asia

8.9 India

8.10 Australia

9 Latin America

9.1 Latin America On-device AI Market Size (2019-2030)

9.2 Latin America On-device AI Market Growth Rate by Country: 2019 VS 2023 VS 2030

9.3 Latin America On-device AI Market Size by Country (2019-2024)

9.4 Latin America On-device AI Market Size by Country (2025-2030)

9.5 Mexico

9.6 Brazil

10 Middle East & Africa

10.1 Middle East & Africa On-device AI Market Size (2019-2030)

10.2 Middle East & Africa On-device AI Market Growth Rate by Country: 2019 VS 2023 VS 2030

10.3 Middle East & Africa On-device AI Market Size by Country (2019-2024)

10.4 Middle East & Africa On-device AI Market Size by Country (2025-2030)

10.5 Turkey

10.6 Saudi Arabia

10.7 UAE

11 Key Players Profiles

11.1 Qualcomm

11.1.1 Qualcomm Company Detail

11.1.2 Qualcomm Business Overview

11.1.3 Qualcomm On-device AI Introduction

11.1.4 Qualcomm Revenue in On-device AI Business (2019-2024)

11.1.5 Qualcomm Recent Development

11.2 Fujitsu

11.2.1 Fujitsu Company Detail

11.2.2 Fujitsu Business Overview

11.2.3 Fujitsu On-device AI Introduction

11.2.4 Fujitsu Revenue in On-device AI Business (2019-2024)

11.2.5 Fujitsu Recent Development

11.3 Apple

11.3.1 Apple Company Detail

11.3.2 Apple Business Overview

11.3.3 Apple On-device AI Introduction

11.3.4 Apple Revenue in On-device AI Business (2019-2024)

11.3.5 Apple Recent Development

11.4 Amazon

11.4.1 Amazon Company Detail

11.4.2 Amazon Business Overview

11.4.3 Amazon On-device AI Introduction

11.4.4 Amazon Revenue in On-device AI Business (2019-2024)

11.4.5 Amazon Recent Development

11.5 Google

11.5.1 Google Company Detail

11.5.2 Google Business Overview

11.5.3 Google On-device AI Introduction

11.5.4 Google Revenue in On-device AI Business (2019-2024)

11.5.5 Google Recent Development

11.6 SenseTime Group Limited

11.6.1 SenseTime Group Limited Company Detail

11.6.2 SenseTime Group Limited Business Overview

11.6.3 SenseTime Group Limited On-device AI Introduction

11.6.4 SenseTime Group Limited Revenue in On-device AI Business (2019-2024)

11.6.5 SenseTime Group Limited Recent Development

11.7 Counterpoint Research

11.7.1 Counterpoint Research Company Detail

11.7.2 Counterpoint Research Business Overview

11.7.3 Counterpoint Research On-device AI Introduction

11.7.4 Counterpoint Research Revenue in On-device AI Business (2019-2024)

11.7.5 Counterpoint Research Recent Development

11.8 Huawei

11.8.1 Huawei Company Detail

11.8.2 Huawei Business Overview

11.8.3 Huawei On-device AI Introduction

11.8.4 Huawei Revenue in On-device AI Business (2019-2024)

11.8.5 Huawei Recent Development

11.9 Baidu

11.9.1 Baidu Company Detail

11.9.2 Baidu Business Overview

11.9.3 Baidu On-device AI Introduction

11.9.4 Baidu Revenue in On-device AI Business (2019-2024)

11.9.5 Baidu Recent Development

11.10 NVIDIA

11.10.1 NVIDIA Company Detail

11.10.2 NVIDIA Business Overview

11.10.3 NVIDIA On-device AI Introduction

11.10.4 NVIDIA Revenue in On-device AI Business (2019-2024)

11.10.5 NVIDIA Recent Development

12 Analyst's Viewpoints/Conclusions

13 Appendix

13.1 Research Methodology

13.1.1 Methodology/Research Approach

13.1.2 Data Source

13.2 Disclaimer

13.3 Author Details

FEATURED COMPANIES

Qualcomm Inc

Fujitsu Limited

Apple

Amazon

GOOGLE INC

Huawei

Baidu

NVidia

SenseTime Group Limited

Counterpoint Research

List of Tables

Table 1. Global On-device AI Market Size Growth Rate by Type (US$ Million): 2019 VS 2023 VS 2030

Table 2. Key Players of Hardware

Table 3. Key Players of Software

Table 4. Global On-device AI Market Size Growth by Application (US$ Million): 2019 VS 2023 VS 2030

Table 5. Global On-device AI Market Size by Region (US$ Million): 2019 VS 2023 VS 2030

Table 6. Global On-device AI Market Size by Region (2019-2024) & (US$ Million)

Table 7. Global On-device AI Market Share by Region (2019-2024)

Table 8. Global On-device AI Forecasted Market Size by Region (2025-2030) & (US$ Million)

Table 9. Global On-device AI Market Share by Region (2025-2030)

Table 10. On-device AI Market Trends

Table 11. On-device AI Market Drivers

Table 12. On-device AI Market Challenges

Table 13. On-device AI Market Restraints

Table 14. Global On-device AI Revenue by Players (2019-2024) & (US$ Million)

Table 15. Global On-device AI Market Share by Players (2019-2024)

Table 16. Global Top On-device AI Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in On-device AI as of 2023)

Table 17. Ranking of Global Top On-device AI Companies by Revenue (US$ Million) in 2023

Table 18. Global 5 Largest Players Market Share by On-device AI Revenue (CR5 and HHI) & (2019-2024)

Table 19. Key Players Headquarters and Area Served

Table 20. Key Players On-device AI Product Solution and Service

Table 21. Date of Enter into On-device AI Market

Table 22. Mergers & Acquisitions, Expansion Plans

Table 23. Global On-device AI Market Size by Type (2019-2024) & (US$ Million)

Table 24. Global On-device AI Revenue Market Share by Type (2019-2024)

Table 25. Global On-device AI Forecasted Market Size by Type (2025-2030) & (US$ Million)

Table 26. Global On-device AI Revenue Market Share by Type (2025-2030)

Table 27. Global On-device AI Market Size by Application (2019-2024) & (US$ Million)

Table 28. Global On-device AI Revenue Market Share by Application (2019-2024)

Table 29. Global On-device AI Forecasted Market Size by Application (2025-2030) & (US$ Million)

Table 30. Global On-device AI Revenue Market Share by Application (2025-2030)

Table 31. North America On-device AI Market Size Growth Rate by Country (US$ Million): 2019 VS 2023 VS 2030

Table 32. North America On-device AI Market Size by Country (2019-2024) & (US$ Million)

Table 33. North America On-device AI Market Size by Country (2025-2030) & (US$ Million)

Table 34. Europe On-device AI Market Size Growth Rate by Country (US$ Million): 2019 VS 2023 VS 2030

Table 35. Europe On-device AI Market Size by Country (2019-2024) & (US$ Million)

Table 36. Europe On-device AI Market Size by Country (2025-2030) & (US$ Million)

Table 37. Asia-Pacific On-device AI Market Size Growth Rate by Region (US$ Million): 2019 VS 2023 VS 2030

Table 38. Asia-Pacific On-device AI Market Size by Region (2019-2024) & (US$ Million)

Table 39. Asia-Pacific On-device AI Market Size by Region (2025-2030) & (US$ Million)

Table 40. Latin America On-device AI Market Size Growth Rate by Country (US$ Million): 2019 VS 2023 VS 2030

Table 41. Latin America On-device AI Market Size by Country (2019-2024) & (US$ Million)

Table 42. Latin America On-device AI Market Size by Country (2025-2030) & (US$ Million)

Table 43. Middle East & Africa On-device AI Market Size Growth Rate by Country (US$ Million): 2019 VS 2023 VS 2030

Table 44. Middle East & Africa On-device AI Market Size by Country (2019-2024) & (US$ Million)

Table 45. Middle East & Africa On-device AI Market Size by Country (2025-2030) & (US$ Million)

Table 46. Qualcomm Company Detail

Table 47. Qualcomm Business Overview

Table 48. Qualcomm On-device AI Product

Table 49. Qualcomm Revenue in On-device AI Business (2019-2024) & (US$ Million)

Table 50. Qualcomm Recent Development

Table 51. Fujitsu Company Detail

Table 52. Fujitsu Business Overview

Table 53. Fujitsu On-device AI Product

Table 54. Fujitsu Revenue in On-device AI Business (2019-2024) & (US$ Million)

Table 55. Fujitsu Recent Development

Table 56. Apple Company Detail

Table 57. Apple Business Overview

Table 58. Apple On-device AI Product

Table 59. Apple Revenue in On-device AI Business (2019-2024) & (US$ Million)

Table 60. Apple Recent Development

Table 61. Amazon Company Detail

Table 62. Amazon Business Overview

Table 63. Amazon On-device AI Product

Table 64. Amazon Revenue in On-device AI Business (2019-2024) & (US$ Million)

Table 65. Amazon Recent Development

Table 66. Google Company Detail

Table 67. Google Business Overview

Table 68. Google On-device AI Product

Table 69. Google Revenue in On-device AI Business (2019-2024) & (US$ Million)

Table 70. Google Recent Development

Table 71. SenseTime Group Limited Company Detail

Table 72. SenseTime Group Limited Business Overview

Table 73. SenseTime Group Limited On-device AI Product

Table 74. SenseTime Group Limited Revenue in On-device AI Business (2019-2024) & (US$ Million)

Table 75. SenseTime Group Limited Recent Development

Table 76. Counterpoint Research Company Detail

Table 77. Counterpoint Research Business Overview

Table 78. Counterpoint Research On-device AI Product

Table 79. Counterpoint Research Revenue in On-device AI Business (2019-2024) & (US$ Million)

Table 80. Counterpoint Research Recent Development

Table 81. Huawei Company Detail

Table 82. Huawei Business Overview

Table 83. Huawei On-device AI Product

Table 84. Huawei Revenue in On-device AI Business (2019-2024) & (US$ Million)

Table 85. Huawei Recent Development

Table 86. Baidu Company Detail

Table 87. Baidu Business Overview

Table 88. Baidu On-device AI Product

Table 89. Baidu Revenue in On-device AI Business (2019-2024) & (US$ Million)

Table 90. Baidu Recent Development

Table 91. NVIDIA Company Detail

Table 92. NVIDIA Business Overview

Table 93. NVIDIA On-device AI Product

Table 94. NVIDIA Revenue in On-device AI Business (2019-2024) & (US$ Million)

Table 95. NVIDIA Recent Development

Table 96. Research Programs/Design for This Report

Table 97. Key Data Information from Secondary Sources

Table 98. Key Data Information from Primary Sources

List of Figures

Figure 1. Global On-device AI Market Size Comparison by Type (2024-2030) & (US$ Million)

Figure 2. Global On-device AI Market Share by Type: 2023 VS 2030

Figure 3. Hardware Features

Figure 4. Software Features

Figure 5. Global On-device AI Market Size Comparison by Application (2024-2030) & (US$ Million)

Figure 6. Global On-device AI Market Share by Application: 2023 VS 2030

Figure 7. Image Identification Case Studies

Figure 8. Speech Recognition Case Studies

Figure 9. Image Processing Case Studies

Figure 10. Medical Imaging Case Studies

Figure 11. Internet of Things Case Studies

Figure 12. On-device AI Report Years Considered

Figure 13. Global On-device AI Market Size (US$ Million), Year-over-Year: 2019-2030

Figure 14. Global On-device AI Market Size, (US$ Million), 2019 VS 2023 VS 2030

Figure 15. Global On-device AI Market Share by Region: 2023 VS 2030

Figure 16. Global On-device AI Market Share by Players in 2023

Figure 17. Global Top On-device AI Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in On-device AI as of 2023)

Figure 18. The Top 10 and 5 Players Market Share by On-device AI Revenue in 2023

Figure 19. North America On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 20. North America On-device AI Market Share by Country (2019-2030)

Figure 21. United States On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 22. Canada On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 23. Europe On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 24. Europe On-device AI Market Share by Country (2019-2030)

Figure 25. Germany On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 26. France On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 27. U.K. On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 28. Italy On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 29. Russia On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 30. Nordic Countries On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 31. Asia-Pacific On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 32. Asia-Pacific On-device AI Market Share by Region (2019-2030)

Figure 33. China On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 34. Japan On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 35. South Korea On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 36. Southeast Asia On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 37. India On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 38. Australia On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 39. Latin America On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 40. Latin America On-device AI Market Share by Country (2019-2030)

Figure 41. Mexico On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 42. Brazil On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 43. Middle East & Africa On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 44. Middle East & Africa On-device AI Market Share by Country (2019-2030)

Figure 45. Turkey On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 46. Saudi Arabia On-device AI Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 47. Qualcomm Revenue Growth Rate in On-device AI Business (2019-2024)

Figure 48. Fujitsu Revenue Growth Rate in On-device AI Business (2019-2024)

Figure 49. Apple Revenue Growth Rate in On-device AI Business (2019-2024)

Figure 50. Amazon Revenue Growth Rate in On-device AI Business (2019-2024)

Figure 51. Google Revenue Growth Rate in On-device AI Business (2019-2024)

Figure 52. SenseTime Group Limited Revenue Growth Rate in On-device AI Business (2019-2024)

Figure 53. Counterpoint Research Revenue Growth Rate in On-device AI Business (2019-2024)

Figure 54. Huawei Revenue Growth Rate in On-device AI Business (2019-2024)

Figure 55. Baidu Revenue Growth Rate in On-device AI Business (2019-2024)

Figure 56. NVIDIA Revenue Growth Rate in On-device AI Business (2019-2024)

Figure 57. Bottom-up and Top-down Approaches for This Report

Figure 58. Data Triangulation

Figure 59. Key Executives Interviewed

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