APO Research
Talk to an analyst

APO RESEARCH · REPORT

Neuromorphic Computing, AI Hardware and Edge Analytic

Compare research editions
View pricing & licenses

Selected research

Market Structure

Global Neuromorphic Computing, AI Hardware and Edge Analytic Market by Size, by Type, by Application, by Region, History and Forecast 2021-2032

4 March 2026193 pages

Choose your research edition.

Industry ResearchNeuromorphic Computing, AI Hardware and Edge Analytic Industry Research Report 2026124 pages · $2,950 USDIndustry Growth & TrendsGlobal Neuromorphic Computing, AI Hardware and Edge Analytic Industry Growth and Trends Forecast to 2032103 pages · $3,450 USDMarket StructureGlobal Neuromorphic Computing, AI Hardware and Edge Analytic Market by Size, by Type, by Application, by Region, History and Forecast 2021-2032193 pages · $3,950 USDMarket Outlook & Growth OpportunitiesGlobal Neuromorphic Computing, AI Hardware and Edge Analytic Market Outlook and Growth Opportunities 2026191 pages · $4,250 USDMarket Analysis & ForecastGlobal Neuromorphic Computing, AI Hardware and Edge Analytic Market Analysis and Forecast 2026-2032193 pages · $4,950 USD

Market perspective

The global Neuromorphic Computing, AI Hardware and Edge Analytic market was valued at US$ million in 2026 and is projected to reach US$ million by 2032, implying a CAGR of xx% over 2026-2032.

The US & Canada market for Neuromorphic Computing, AI Hardware and Edge Analytic is projected to increase from US$ million in 2026 to US$ million by 2032, at a CAGR of % over 2026-2032.

The Europe market for Neuromorphic Computing, AI Hardware and Edge Analytic is projected to increase from US$ million in 2026 to US$ million by 2032, at a CAGR of % over 2026-2032.

Read the full market overview

The Asia Pacific market for Neuromorphic Computing, AI Hardware and Edge Analytic is projected to increase from US$ million in 2026 to US$ million by 2032, at a CAGR of % over 2026-2032.

The China market for Neuromorphic Computing, AI Hardware and Edge Analytic is projected to increase from US$ million in 2026 to US$ million by 2032, at a CAGR of % over 2026-2032.

Leading global manufacturers of Neuromorphic Computing, AI Hardware and Edge Analytic include IBM Corporation, Intel Corporation, Brainchip Holdings Limited, Qualcomm Technologies, HP Enterprise, HRL Laboratories LLC, Flow Neuroscience AB, Innatera Nano systems B.V. and Aspinity, Inc., among others. In 2025, the top three vendors together accounted for approximately % of global revenue.

Report Includes

This report provides an overview of the global Neuromorphic Computing, AI Hardware and Edge Analytic market and its size, analyzing global market trends based on historical revenue data for 2021-2025, estimates for 2026, and projected CAGRs through 2032.

The study covers key producers of Neuromorphic Computing, AI Hardware and Edge Analytic and revenue in major regions and countries, assesses future market potential, and highlights priority regions and countries for segmenting the market into sub-sectors, with country-specific market value data for the U.S., Canada, Mexico, Brazil, China, Japan, South Korea, Southeast Asia, India, Germany, the U.K., Italy, the Middle East, Africa, and other countries.

The report also presents Neuromorphic Computing, AI Hardware and Edge Analytic revenue, market share, and industry ranking for the main manufacturers for 2021-2026, identifies the major stakeholders in the global market, and analyzes their competitive landscape and market positioning based on recent developments and segmental revenues.

In addition, the report analyzes segment data by Type and Application—covering revenue and growth rates—for 2021-2032, and evaluates and forecasts the Neuromorphic Computing, AI Hardware and Edge Analytic market size, projected growth trends, production technologies, key applications, and end-use industries.

Neuromorphic Computing, AI Hardware and Edge Analytic Segment by Company

IBM Corporation

Intel Corporation

Brainchip Holdings Limited

Qualcomm Technologies

HP Enterprise

HRL Laboratories LLC

Flow Neuroscience AB

Innatera Nano systems B.V.

Aspinity, Inc.

Samsung Electronics Limited

Neuromorphic Computing, AI Hardware and Edge Analytic Segment by Type

Edge Computing

Cloud Computing

Neuromorphic Computing, AI Hardware and Edge Analytic Segment by Application

Automotive

Consumer Electronics

Aerospace

IT and Telecommunication

Medical

Others

Neuromorphic Computing, AI Hardware and Edge Analytic Segment by Region

North America

United States

Canada

Mexico

Europe

Germany

France

U.K.

Italy

Russia

Spain

Netherlands

Switzerland

Sweden

Poland

Asia-Pacific

China

Japan

South Korea

India

Australia

Taiwan

Southeast Asia

South America

Brazil

Argentina

Chile

Middle East & Africa

Egypt

South Africa

Israel

Türkiye

GCC Countries

Study Objectives

1. To analyze and research the global status and future forecast, involving, production, value, consumption, growth rate (CAGR), market share, historical and forecast.

2. To present the key manufacturers, capacity, production, revenue, market share, and Recent Developments.

3. To split the breakdown data by regions, type, manufacturers, and Application.

4. To analyze the global and key regions market potential and advantage, opportunity and challenge, restraints, and risks.

5. To identify significant trends, drivers, influence factors in global and regions.

6. To analyze competitive developments such as expansions, agreements, new product launches, and acquisitions in the market.

Reasons to Buy This Report

1. This report will help the readers to understand the competition within the industries and strategies for the competitive environment to enhance the potential profit. The report also focuses on the competitive landscape of the global Neuromorphic Computing, AI Hardware and Edge Analytic market, and introduces in detail the market share, industry ranking, competitor ecosystem, market performance, new product development, operation situation, expansion, and acquisition. etc. of the main players, which helps the readers to identify the main competitors and deeply understand the competition pattern of the market.

2. This report will help stakeholders to understand the global industry status and trends of Neuromorphic Computing, AI Hardware and Edge Analytic and provides them with information on key market drivers, restraints, challenges, and opportunities.

3. This report will help stakeholders to understand competitors better and gain more insights to strengthen their position in their businesses. The competitive landscape section includes the market share and rank (in volume and value), competitor ecosystem, new product development, expansion, and acquisition.

4. This report stays updated with novel technology integration, features, and the latest developments in the market.

5. This report helps stakeholders to gain insights into which regions to target globally.

6. This report helps stakeholders to gain insights into the end-user perception concerning the adoption of Neuromorphic Computing, AI Hardware and Edge Analytic.

7. This report helps stakeholders to identify some of the key players in the market and understand their valuable contribution.

Chapter Outline

Chapter 1: Introduces the report scope of the report, executive summary of different market segments (product type, application, etc), including the market size of each market segment, future development potential, and so on. Revenue of Neuromorphic Computing, AI Hardware and Edge Analytic in global and regional level. 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. 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: Analysis key trends, drivers, challenges, and opportunities within the global Neuromorphic Computing, AI Hardware and Edge Analytic industry.

Chapter 3: Detailed analysis of Neuromorphic Computing, AI Hardware and Edge Analytic companies' competitive landscape, revenue, market share and industry ranking, latest development plan, merger, and acquisition information, etc.

Chapter 4: Provides the analysis of various market segments by type, covering the revenue, 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 revenue, and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.

Chapter 6: Provides profiles of key companies, introducing the basic situation of the main companies in the market in detail, including product descriptions and specifications, Neuromorphic Computing, AI Hardware and Edge Analyticrevenue, gross margin, and recent development, etc.

Chapter 7: North America (US & Canada) by type, by application and by country, revenue for each segment.

Chapter 8: Europe by type, by application and by country, revenue for each segment.

Chapter 9: China by type, and by application, revenue for each segment.

Chapter 10: Asia (excluding China) by type, by application and by region, revenue for each segment.

Chapter 11: South America, Middle East & Africa by type, by application and by country, revenue for each segment.

Chapter 12: Concluding Insights of the report.

More report detail

Tables and figures
List of Tables Table 1. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Growth Rate by Type (US$ Million): 2021 VS 2025 VS 2032 Table 2. Key Players of Edge Computing Table 3. Key Players of Cloud Computing Table 4. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Growth Rate by Application (US$ Million): 2021 VS 2025 VS 2032 Table 5. Key Players of Automotive Table 6. Key Players of Consumer Electronics Table 7. Key Players of Aerospace Table 8. Key Players of IT and Telecommunication Table 9. Key Players of Medical Table 10. Key Players of Others Table 11. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Growth Rate (CAGR) by Region (US$ Million): 2021 VS 2025 VS 2032 Table 12. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Region (2021-2026) & (US$ Million) Table 13. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Region (2021-2026) Table 14. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Region (2027-2032) & (US$ Million) Table 15. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Region (2027-2032) Table 16. Neuromorphic Computing, AI Hardware and Edge Analytic Industry Trends Table 17. Neuromorphic Computing, AI Hardware and Edge Analytic Industry Drivers Table 18. Neuromorphic Computing, AI Hardware and Edge Analytic Industry Opportunities and Challenges Table 19. Neuromorphic Computing, AI Hardware and Edge Analytic Industry Restraints Table 20. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Company (US$ Million) & (2021-2026) Table 21. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Company (2021-2026) Table 22. Global Neuromorphic Computing, AI Hardware and Edge Analytic Players Revenue Ranking, 2024 VS 2025 VS 2026 Table 23. Global Neuromorphic Computing, AI Hardware and Edge Analytic Key Company Head Office and Area Served Table 24. Global Neuromorphic Computing, AI Hardware and Edge Analytic Company, Product Type & Application Table 25. Global Neuromorphic Computing, AI Hardware and Edge Analytic Company Establishment Date Table 26. Global Company Market Concentration Ratio (CR5 and HHI) Table 27. Global Neuromorphic Computing, AI Hardware and Edge Analytic by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue of 2025) Table 28. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type 2021 VS 2025 VS 2032 (US$ Million) Table 29. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2026) & (US$ Million) Table 30. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2027-2032) & (US$ Million) Table 31. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Type (2021-2026) Table 32. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Type (2027-2032) Table 33. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application 2021 VS 2025 VS 2032 (US$ Million) Table 34. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2026) & (US$ Million) Table 35. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2027-2032) & (US$ Million) Table 36. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Application (2021-2026) Table 37. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Application (2027-2032) Table 38. IBM Corporation Company Information Table 39. IBM Corporation Business Overview Table 40. IBM Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026) Table 41. IBM Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio Table 42. IBM Corporation Recent Development Table 43. Intel Corporation Company Information Table 44. Intel Corporation Business Overview Table 45. Intel Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026) Table 46. Intel Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio Table 47. Intel Corporation Recent Development Table 48. Brainchip Holdings Limited Company Information Table 49. Brainchip Holdings Limited Business Overview Table 50. Brainchip Holdings Limited Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026) Table 51. Brainchip Holdings Limited Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio Table 52. Brainchip Holdings Limited Recent Development Table 53. Qualcomm Technologies Company Information Table 54. Qualcomm Technologies Business Overview Table 55. Qualcomm Technologies Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026) Table 56. Qualcomm Technologies Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio Table 57. Qualcomm Technologies Recent Development Table 58. HP Enterprise Company Information Table 59. HP Enterprise Business Overview Table 60. HP Enterprise Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026) Table 61. HP Enterprise Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio Table 62. HP Enterprise Recent Development Table 63. HRL Laboratories LLC Company Information Table 64. HRL Laboratories LLC Business Overview Table 65. HRL Laboratories LLC Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026) Table 66. HRL Laboratories LLC Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio Table 67. HRL Laboratories LLC Recent Development Table 68. Flow Neuroscience AB Company Information Table 69. Flow Neuroscience AB Business Overview Table 70. Flow Neuroscience AB Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026) Table 71. Flow Neuroscience AB Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio Table 72. Flow Neuroscience AB Recent Development Table 73. Innatera Nano systems B.V. Company Information Table 74. Innatera Nano systems B.V. Business Overview Table 75. Innatera Nano systems B.V. Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026) Table 76. Innatera Nano systems B.V. Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio Table 77. Innatera Nano systems B.V. Recent Development Table 78. Aspinity, Inc. Company Information Table 79. Aspinity, Inc. Business Overview Table 80. Aspinity, Inc. Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026) Table 81. Aspinity, Inc. Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio Table 82. Aspinity, Inc. Recent Development Table 83. Samsung Electronics Limited Company Information Table 84. Samsung Electronics Limited Business Overview Table 85. Samsung Electronics Limited Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026) Table 86. Samsung Electronics Limited Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio Table 87. Samsung Electronics Limited Recent Development Table 88. North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2026) & (US$ Million) Table 89. North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2027-2032) & (US$ Million) Table 90. North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2026) & (US$ Million) Table 91. North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2027-2032) & (US$ Million) Table 92. North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021 VS 2025 VS 2032) & (US$ Million) Table 93. North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021-2026) Table 94. North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2027-2032) Table 95. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2026) & (US$ Million) Table 96. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2027-2032) & (US$ Million) Table 97. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2026) & (US$ Million) Table 98. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2027-2032) & (US$ Million) Table 99. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021 VS 2025 VS 2032) & (US$ Million) Table 100. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021-2026) Table 101. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2027-2032) Table 102. China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2026) & (US$ Million) Table 103. China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2027-2032) & (US$ Million) Table 104. China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2026) & (US$ Million) Table 105. China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2027-2032) & (US$ Million) Table 106. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2026) & (US$ Million) Table 107. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2027-2032) & (US$ Million) Table 108. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2026) & (US$ Million) Table 109. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2027-2032) & (US$ Million) Table 110. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021 VS 2025 VS 2032) & (US$ Million) Table 111. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021-2026) Table 112. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2027-2032) Table 113. South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2026) & (US$ Million) Table 114. South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2027-2032) & (US$ Million) Table 115. South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2026) & (US$ Million) Table 116. South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2027-2032) & (US$ Million) Table 117. South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021 VS 2025 VS 2032) & (US$ Million) Table 118. South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021-2026) Table 119. South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2027-2032) Table 120. Research Programs/Design for This Report Table 121. Authors List of This Report Table 122. Secondary Sources Table 123. Primary Sources List of Figures Figure 1. Neuromorphic Computing, AI Hardware and Edge Analytic Product Image Figure 2. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Growth Rate by Type, 2021 VS 2025 VS 2032 (US$ Million) Figure 3. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Type: 2025 VS 2032 Figure 4. Edge Computing Image Figure 5. Cloud Computing Image Figure 6. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Growth Rate by Application, 2021 VS 2025 VS 2032 (US$ Million) Figure 7. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Application: 2025 VS 2032 Figure 8. Automotive Image Figure 9. Consumer Electronics Image Figure 10. Aerospace Image Figure 11. IT and Telecommunication Image Figure 12. Medical Image Figure 13. Others Image Figure 14. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (US$ Million), 2021 VS 2025 VS 2032 Figure 15. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 16. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Region: 2025 VS 2032 Figure 17. Years Considered Figure 18. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Players in 2025 Figure 19. Global Top 5 and 10 Neuromorphic Computing, AI Hardware and Edge Analytic Players Market Share by Revenue in 2025 Figure 20. Company Type (Tier 1, Tier 2, and Tier 3): 2021 VS 2025 Figure 21. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021 VS 2025 VS 2032) & (US$ Million) Figure 22. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Type (2021-2032) Figure 23. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021 VS 2025 VS 2032) & (US$ Million) Figure 24. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Application (2021-2032) Figure 25. North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 26. North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Type (2021-2032) Figure 27. North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Application (2021-2032) Figure 28. North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Country (2021-2032) Figure 29. United States Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 30. Canada Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 31. Mexico Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 32. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 33. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Type (2021-2032) Figure 34. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Application (2021-2032) Figure 35. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Country (2021-2032) Figure 36. Germany Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 37. France Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 38. U.K. Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 39. Italy Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 40. Russia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 41. Nordic Countries Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 42. China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 43. China Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Type (2021-2032) Figure 44. China Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Application (2021-2032) Figure 45. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 46. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Type (2021-2032) Figure 47. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Application (2021-2032) Figure 48. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Country (2021-2032) Figure 49. Japan Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 50. South Korea Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 51. Taiwan Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 52. Southeast Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 53. India Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 54. Australia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 55. South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 56. South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Type (2021-2032) Figure 57. South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Application (2021-2032) Figure 58. South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Country (2021-2032) Figure 59. Brazil Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 60. South Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 61. Saudi Arabia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 62. Turkey Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 63. Argentina Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 64. UAE Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 65. Egypt Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 66. Chile Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032) & (US$ Million) Figure 67. Research Process Figure 68. Key Executives Interviewed

Scope & coverage.

Types
  • Edge Computing
  • Cloud Computing
Applications
  • Automotive
  • Consumer Electronics
  • Aerospace
  • IT and Telecommunication
  • Medical
  • Others
Companies covered
  • IBM Corporation
  • Intel Corporation
  • Brainchip Holdings Limited
  • Qualcomm Technologies
  • HP Enterprise
  • HRL Laboratories LLC
  • Flow Neuroscience AB
  • Innatera Nano systems B.V.
  • Aspinity, Inc.
  • Samsung Electronics Limited

Inside the report.

1 Market Overview
  1. 1.1 Product Definition
  2. 1.2 Market Analysis by Type
  3. 1.2.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Growth Rate by Type: 2021 VS 2025 VS 2032
  4. 1.2.2 Edge Computing
  5. 1.2.3 Cloud Computing
  6. 1.3 Market Analysis by Application
  7. 1.3.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Growth Rate by Application: 2021 VS 2025 VS 2032
  8. 1.3.2 Automotive
  9. 1.3.3 Consumer Electronics
  10. 1.3.4 Aerospace
  11. 1.3.5 IT and Telecommunication
  12. 1.3.6 Medical
  13. 1.3.7 Others
  14. 1.4 Global Market Growth Prospects
  15. 1.5 Global Neuromorphic Computing, AI Hardware and Edge Analytic Growth Trends by Region
  16. 1.5.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Region: 2021 VS 2025 VS 2032
  17. 1.5.2 Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Region (2021-2026)
  18. 1.5.3 Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Region (2027-2032)
  19. 1.6 Assumptions and Limitations
  20. 1.7 Study Goals and Objectives
  21. 1.8 Years Considered
2 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Dynamics
  1. 2.1 Neuromorphic Computing, AI Hardware and Edge Analytic Industry Trends
  2. 2.2 Neuromorphic Computing, AI Hardware and Edge Analytic Industry Drivers
  3. 2.3 Neuromorphic Computing, AI Hardware and Edge Analytic Industry Opportunities and Challenges
  4. 2.4 Neuromorphic Computing, AI Hardware and Edge Analytic Industry Restraints
3 Competitive Landscape by Company
  1. 3.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Company (2021-2026)
  2. 3.2 Global Neuromorphic Computing, AI Hardware and Edge Analytic Players Revenue Ranking, 2024 VS 2025 VS 2026
  3. 3.3 Global Neuromorphic Computing, AI Hardware and Edge Analytic Key Company Head office and Area Served
  4. 3.4 Global Neuromorphic Computing, AI Hardware and Edge Analytic Company, Product Type & Application
  5. 3.5 Global Neuromorphic Computing, AI Hardware and Edge Analytic Company Establishment Date
  6. 3.6 Market Competitive Analysis
  7. 3.6.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market CR5 and HHI
  8. 3.6.2 Global Top 5 and 10 Neuromorphic Computing, AI Hardware and Edge Analytic Players Market Share by Revenue in 2025
  9. 3.6.3 2025 Neuromorphic Computing, AI Hardware and Edge Analytic Tier 1, Tier 2, and Tier 3
4 Neuromorphic Computing, AI Hardware and Edge Analytic Market by Type
  1. 4.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021 VS 2025 VS 2032)
  2. 4.2 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2032)
  3. 4.3 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Share by Type (2021-2032)
5 Neuromorphic Computing, AI Hardware and Edge Analytic Market by Application
  1. 5.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021 VS 2025 VS 2032)
  2. 5.2 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2032)
  3. 5.3 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Share by Application (2021-2032)
6 Company Profiles
  1. 6.1 IBM Corporation
  2. 6.1.1 IBM Corporation Company Information
  3. 6.1.2 IBM Corporation Business Overview
  4. 6.1.3 IBM Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026)
  5. 6.1.4 IBM Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  6. 6.1.5 IBM Corporation Recent Developments
  7. 6.2 Intel Corporation
  8. 6.2.1 Intel Corporation Company Information
  9. 6.2.2 Intel Corporation Business Overview
  10. 6.2.3 Intel Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026)
  11. 6.2.4 Intel Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  12. 6.2.5 Intel Corporation Recent Developments
  13. 6.3 Brainchip Holdings Limited
  14. 6.3.1 Brainchip Holdings Limited Company Information
  15. 6.3.2 Brainchip Holdings Limited Business Overview
  16. 6.3.3 Brainchip Holdings Limited Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026)
  17. 6.3.4 Brainchip Holdings Limited Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  18. 6.3.5 Brainchip Holdings Limited Recent Developments
  19. 6.4 Qualcomm Technologies
  20. 6.4.1 Qualcomm Technologies Company Information
  21. 6.4.2 Qualcomm Technologies Business Overview
  22. 6.4.3 Qualcomm Technologies Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026)
  23. 6.4.4 Qualcomm Technologies Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  24. 6.4.5 Qualcomm Technologies Recent Developments
  25. 6.5 HP Enterprise
  26. 6.5.1 HP Enterprise Company Information
  27. 6.5.2 HP Enterprise Business Overview
  28. 6.5.3 HP Enterprise Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026)
  29. 6.5.4 HP Enterprise Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  30. 6.5.5 HP Enterprise Recent Developments
  31. 6.6 HRL Laboratories LLC
  32. 6.6.1 HRL Laboratories LLC Company Information
  33. 6.6.2 HRL Laboratories LLC Business Overview
  34. 6.6.3 HRL Laboratories LLC Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026)
  35. 6.6.4 HRL Laboratories LLC Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  36. 6.6.5 HRL Laboratories LLC Recent Developments
  37. 6.7 Flow Neuroscience AB
  38. 6.7.1 Flow Neuroscience AB Company Information
  39. 6.7.2 Flow Neuroscience AB Business Overview
  40. 6.7.3 Flow Neuroscience AB Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026)
  41. 6.7.4 Flow Neuroscience AB Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  42. 6.7.5 Flow Neuroscience AB Recent Developments
  43. 6.8 Innatera Nano systems B.V.
  44. 6.8.1 Innatera Nano systems B.V. Company Information
  45. 6.8.2 Innatera Nano systems B.V. Business Overview
  46. 6.8.3 Innatera Nano systems B.V. Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026)
  47. 6.8.4 Innatera Nano systems B.V. Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  48. 6.8.5 Innatera Nano systems B.V. Recent Developments
  49. 6.9 Aspinity, Inc.
  50. 6.9.1 Aspinity, Inc. Company Information
  51. 6.9.2 Aspinity, Inc. Business Overview
  52. 6.9.3 Aspinity, Inc. Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026)
  53. 6.9.4 Aspinity, Inc. Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  54. 6.9.5 Aspinity, Inc. Recent Developments
  55. 6.10 Samsung Electronics Limited
  56. 6.10.1 Samsung Electronics Limited Company Information
  57. 6.10.2 Samsung Electronics Limited Business Overview
  58. 6.10.3 Samsung Electronics Limited Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (US$ Million) & (2021-2026)
  59. 6.10.4 Samsung Electronics Limited Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  60. 6.10.5 Samsung Electronics Limited Recent Developments
7 North America
  1. 7.1 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032)
  2. 7.2 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type
  3. 7.2.1 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2026)
  4. 7.2.2 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2027-2032)
  5. 7.2.3 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Type (2021-2032)
  6. 7.3 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application
  7. 7.3.1 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2026)
  8. 7.3.2 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2027-2032)
  9. 7.3.3 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Application (2021-2032)
  10. 7.4 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country
  11. 7.4.1 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021 VS 2025 VS 2032)
  12. 7.4.2 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021-2026)
  13. 7.4.3 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2027-2032)
  14. 7.4.4 North America Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Country (2021-2032)
  15. 7.4.5 United States
  16. 7.4.6 Canada
  17. 7.4.7 Mexico
8 Europe
  1. 8.1 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032)
  2. 8.2 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type
  3. 8.2.1 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2026)
  4. 8.2.2 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2027-2032)
  5. 8.2.3 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Type (2021-2032)
  6. 8.3 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application
  7. 8.3.1 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2026)
  8. 8.3.2 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2027-2032)
  9. 8.3.3 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Application (2021-2032)
  10. 8.4 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country
  11. 8.4.1 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021 VS 2025 VS 2032)
  12. 8.4.2 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021-2026)
  13. 8.4.3 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2027-2032)
  14. 8.4.4 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Country (2021-2032)
  15. 8.4.5 Germany
  16. 8.4.6 France
  17. 8.4.7 U.K.
  18. 8.4.8 Italy
  19. 8.4.9 Russia
  20. 8.4.10 Nordic Countries
9 China
  1. 9.1 China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032)
  2. 9.2 China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type
  3. 9.2.1 China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2026)
  4. 9.2.2 China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2027-2032)
  5. 9.2.3 China Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Type (2021-2032)
  6. 9.3 China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application
  7. 9.3.1 China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2026)
  8. 9.3.2 China Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2027-2032)
  9. 9.3.3 China Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Application (2021-2032)
10 Asia (Excluding China)
  1. 10.1 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032)
  2. 10.2 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type
  3. 10.2.1 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2026)
  4. 10.2.2 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2027-2032)
  5. 10.2.3 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Type (2021-2032)
  6. 10.3 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application
  7. 10.3.1 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2026)
  8. 10.3.2 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2027-2032)
  9. 10.3.3 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Application (2021-2032)
  10. 10.4 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country
  11. 10.4.1 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021 VS 2025 VS 2032)
  12. 10.4.2 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021-2026)
  13. 10.4.3 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2027-2032)
  14. 10.4.4 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Country (2021-2032)
  15. 10.4.5 Japan
  16. 10.4.6 South Korea
  17. 10.4.7 Taiwan
  18. 10.4.8 Southeast Asia
  19. 10.4.9 India
  20. 10.4.10 Australia
11 South America, Middle East & Africa
  1. 11.1 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size (2021-2032)
  2. 11.2 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type
  3. 11.2.1 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2021-2026)
  4. 11.2.2 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type (2027-2032)
  5. 11.2.3 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Type (2021-2032)
  6. 11.3 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application
  7. 11.3.1 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2021-2026)
  8. 11.3.2 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application (2027-2032)
  9. 11.3.3 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Application (2021-2032)
  10. 11.4 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country
  11. 11.4.1 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021 VS 2025 VS 2032)
  12. 11.4.2 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2021-2026)
  13. 11.4.3 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Country (2027-2032)
  14. 11.4.4 South America, Middle East & Africa Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Country (2021-2032)
  15. 11.4.5 Brazil
  16. 11.4.6 South Africa
  17. 11.4.7 Saudi Arabia
  18. 11.4.8 Turkey
  19. 11.4.9 Argentina
  20. 11.4.9 UAE
  21. 11.4.9 Egypt
  22. 11.4.9 Chile
12 Concluding Insights
    13 Appendix
    1. 13.1 Reasons for Doing This Study
    2. 13.2 Research Methodology
    3. 13.3 Research Process
    4. 13.4 Authors List of This Report
    5. 13.5 Data Source
    6. 13.5.1 Secondary Sources
    7. 13.5.2 Primary Sources
    8. 13.6 Disclaimer

    GET THE RESEARCH

    Choose your license.

    Choose who needs access.
    All options are for this report and research series.

    Compare access permissions.

    Single User License
    One named user. Individual access.
    Multi User License
    Up to 5 users in the same department.
    Enterprise License
    Organization-wide access within the agreed license.

    Access applies to the purchased edition. Later editions are separate purchases.

    License options
    $3,950USD
    Buy now

    PDF by email within 3–5 working days after payment confirmation.

    Talk to an analyst
    APO Research
    Talk to an analyst