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Neuromorphic Computing, AI Hardware and Edge Analytic

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Market Analysis & Forecast

Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Analysis and Forecast 2026-2032

Report ID 17419693024 March 2026193 pages

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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 is projected to grow from US$ million in 2026 to US$ million by 2032, at a Compound Annual Growth Rate (CAGR) of % during the forecast period.

The North America market for Neuromorphic Computing, AI Hardware and Edge Analytic is estimated to increase from $ million in 2026 to reach $ million by 2032, at a CAGR of % during the forecast period of 2026 through 2032.

Europe market for Neuromorphic Computing, AI Hardware and Edge Analytic is estimated to increase from $ million in 2026 to reach $ million by 2032, at a CAGR of % during the forecast period of 2026 through 2032.

Read the full market overview

Asia-Pacific market for Neuromorphic Computing, AI Hardware and Edge Analytic is estimated to increase from $ million in 2026 to reach $ million by 2032, at a CAGR of % during the forecast period of 2026 through 2032.

The China market for Neuromorphic Computing, AI Hardware and Edge Analytic is estimated to increase from $ million in 2026 to reach $ million by 2032, at a CAGR of % during the forecast period of 2026 through 2032.

The major global companies 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., etc. In 2025, the world's top three vendors accounted for approximately % of the revenue.

Report Includes

This report presents an overview of global market for Neuromorphic Computing, AI Hardware and Edge Analytic, market size. Analyses of the global market trends, with historic market revenue data for 2021 - 2025, estimates for 2026, and projections of CAGR through 2032.

This report researches the key producers of Neuromorphic Computing, AI Hardware and Edge Analytic, also provides the revenue of main regions and countries. Of the upcoming market potential for Neuromorphic Computing, AI Hardware and Edge Analytic, and key regions or countries of focus to forecast this market into various segments and sub-segments. Country specific data and market value analysis for the U.S., Canada, Mexico, Brazil, China, Japan, South Korea, Southeast Asia, India, Germany, the U.K., Italy, Middle East, Africa, and Other Countries.

This report focuses on the Neuromorphic Computing, AI Hardware and Edge Analytic revenue, market share and industry ranking of main manufacturers, data from 2021 to 2026. Identification of the major stakeholders in the global Neuromorphic Computing, AI Hardware and Edge Analytic market, and analysis of their competitive landscape and market positioning based on recent developments and segmental revenues. This report will help stakeholders to understand the competitive landscape and gain more insights and position their businesses and market strategies in a better way.

This report analyzes the segments data by Type and by Application, revenue, and growth rate, from 2021 to 2032. Evaluation and forecast the market size for Neuromorphic Computing, AI Hardware and Edge Analytic revenue, projected growth trends, production technology, application and end-user industry.

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 growth rate (CAGR), market share, historical and forecast.

2. To present the key players, 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 market size), 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. 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 the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by manufacturers in the industry, and the analysis of relevant policies in the industry.

Chapter 3: 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.

Chapter 4: Detailed analysis of Neuromorphic Computing, AI Hardware and Edge Analytic company competitive landscape, revenue, market share and industry ranking, latest development plan, merger, and acquisition information, etc.

Chapter 5: 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 6: 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 7: 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 Analytic revenue, gross margin, and recent development, etc.

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

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

Chapter 10: China type, by application, revenue for each segment.

Chapter 11: Asia (excluding China) type, by application and by region, revenue for each segment.

Chapter 12: South America, Middle East and Africa by type, by application and by country, revenue for each segment.

Chapter 13: The main 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. Edge Computing Major Player Table 3. Cloud Computing Major Player 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. Automotive Major Player Table 6. Consumer Electronics Major Player Table 7. Aerospace Major Player Table 8. IT and Telecommunication Major Player Table 9. Medical Major Player Table 10. Others Major Player Table 11. Neuromorphic Computing, AI Hardware and Edge Analytic Industry Trends Table 12. Neuromorphic Computing, AI Hardware and Edge Analytic Industry Drivers Table 13. Neuromorphic Computing, AI Hardware and Edge Analytic Industry Opportunities and Challenges Table 14. Neuromorphic Computing, AI Hardware and Edge Analytic Industry Restraints Table 15. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Growth Rate (CAGR) by Region (US$ Million): 2021 VS 2025 VS 2032 Table 16. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Region (2021-2026) & (US$ Million) Table 17. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Region (2021-2026) Table 18. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Region (2027-2032) & (US$ Million) Table 19. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Region (2027-2032) Table 20. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Players (US$ Million) & (2021-2026) Table 21. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Players (2021-2026) Table 22. Global Neuromorphic Computing, AI Hardware and Edge Analytic Key Players Ranking, 2024 VS 2025 VS 2026 Table 23. Global Neuromorphic Computing, AI Hardware and Edge Analytic Key Players Headquarters & Area Served Table 24. Global Neuromorphic Computing, AI Hardware and Edge Analytic Players, Product Type & Application Table 25. Global Neuromorphic Computing, AI Hardware and Edge Analytic Players Establishment Date Table 26. Global Players Market Concentration Ratio (CR5 and HHI) Table 27. Global Neuromorphic Computing, AI Hardware and Edge Analytic by Players Type (Tier 1, Tier 2, and Tier 3) & (Based on the Revenue of 2025) Table 28. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type 2021 VS 2025 VS 2032 (US$ Million) Table 29. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2026) & (US$ Million) Table 30. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue 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 Revenue by Application 2021 VS 2025 VS 2032 (US$ Million) Table 34. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2026) & (US$ Million) Table 35. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue 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 Revenue by Type (2021-2026) & (US$ Million) Table 89. North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2027-2032) & (US$ Million) Table 90. North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2026) & (US$ Million) Table 91. North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2027-2032) & (US$ Million) Table 92. North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021 VS 2025 VS 2032) & (US$ Million) Table 93. North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021-2026) & (US$ Million) Table 94. North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (US$ Million) & (2027-2032) Table 95. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2026) & (US$ Million) Table 96. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2027-2032) & (US$ Million) Table 97. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2026) & (US$ Million) Table 98. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2027-2032) & (US$ Million) Table 99. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021 VS 2025 VS 2032) & (US$ Million) Table 100. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021-2026) & (US$ Million) Table 101. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (US$ Million) & (2027-2032) Table 102. China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2026) & (US$ Million) Table 103. China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2027-2032) & (US$ Million) Table 104. China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2026) & (US$ Million) Table 105. China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2027-2032) & (US$ Million) Table 106. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2026) & (US$ Million) Table 107. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2027-2032) & (US$ Million) Table 108. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2026) & (US$ Million) Table 109. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2027-2032) & (US$ Million) Table 110. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Region (2021 VS 2025 VS 2032) & (US$ Million) Table 111. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Region (US$ Million) & (2021-2026) Table 112. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Region (US$ Million) & (2027-2032) Table 113. SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2026) & (US$ Million) Table 114. SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2027-2032) & (US$ Million) Table 115. SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2026) & (US$ Million) Table 116. SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2027-2032) & (US$ Million) Table 117. SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021 VS 2025 VS 2032) & (US$ Million) Table 118. SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021-2026) & (US$ Million) Table 119. SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (US$ Million) & (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 Image Figure 2. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Growth Rate by Type (US$ Million), 2021 VS 2025 VS 2032 Figure 3. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Share 2021 VS 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 (US$ Million), 2021 VS 2025 VS 2032 Figure 7. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size Share 2021 VS 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) & (2021-2032) Figure 15. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size, (US$ Million), 2021 VS 2025 VS 2032 Figure 16. Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Share by Region: 2021 VS 2025 VS 2032 Figure 17. Global Neuromorphic Computing, AI Hardware and Edge Analytic Players Revenue Share Top 10 and Top 5 in 2025 Figure 18. Players Type (Tier 1, Tier 2, and Tier 3): 2021 VS 2025 Figure 19. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021 VS 2025 VS 2032) & (US$ Million) Figure 20. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share 2021 VS 2025 VS 2032 Figure 21. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Type (2021-2032) Figure 22. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021 VS 2025 VS 2032) & (US$ Million) Figure 23. Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Application (2021 VS 2025 VS 2032) 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 Revenue YoY Growth (2021-2032) & (US$ Million) Figure 26. North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Type (2021-2032) Figure 27. North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Application (2021-2032) Figure 28. North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Country (2021-2032) Figure 29. United States Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 30. Canada Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 31. Mexico Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 32. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (2021-2032) & (US$ Million) Figure 33. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Type (2021-2032) Figure 34. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Application (2021-2032) Figure 35. Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Country (2021-2032) Figure 36. Germany Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 37. France Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 38. U.K. Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 39. Italy Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 40. Spain Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 41. Russia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 42. Netherlands Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 43. Nordic Countries Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 44. China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (2021-2032) & (US$ Million) Figure 45. China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Type (2021-2032) Figure 46. China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Application (2021-2032) Figure 47. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (2021-2032) & (US$ Million) Figure 48. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Type (2021-2032) Figure 49. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Application (2021-2032) Figure 50. Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Region (2021-2032) Figure 51. Japan Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 52. South Korea Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 53. India Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 54. Australia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 55. Taiwan Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 56. Southeast Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 57. SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (2021-2032) & (US$ Million) Figure 58. SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Type (2021-2032) Figure 59. SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Application (2021-2032) Figure 60. SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Country (2021-2032) Figure 61. Brazil Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 62. Argentina Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 63. Chile Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 64. Colombia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 65. Peru Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 66. Saudi Arabia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 67. Israel Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 68. UAE Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 69. Turkey Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 70. Iran Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 71. Egypt Neuromorphic Computing, AI Hardware and Edge Analytic Revenue YoY Growth (US$ Million) & (2021-2032) Figure 72. Years Considered Figure 73. Research Process Figure 74. 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 Neuromorphic Computing, AI Hardware and Edge Analytic Market by Type
  3. 1.2.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type, 2021 VS 2025 VS 2032
  4. 1.2.2 Edge Computing
  5. 1.2.3 Cloud Computing
  6. 1.3 Neuromorphic Computing, AI Hardware and Edge Analytic Market by Application
  7. 1.3.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size 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 Assumptions and Limitations
  15. 1.5 Study Goals and Objectives
2 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 Global Growth Perspective
  1. 3.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Perspective (2021-2032)
  2. 3.2 Global Neuromorphic Computing, AI Hardware and Edge Analytic Growth Trends by Region
  3. 3.2.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Region: 2021 VS 2025 VS 2032
  4. 3.2.2 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Region (2021-2026)
  5. 3.2.3 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Region (2027-2032)
4 Competitive Landscape by Players
  1. 4.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Players
  2. 4.1.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Players (2021-2026)
  3. 4.1.2 Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Players (2021-2026)
  4. 4.1.3 Global Neuromorphic Computing, AI Hardware and Edge Analytic Players Revenue Share Top 10 and Top 5 in 2025
  5. 4.2 Global Neuromorphic Computing, AI Hardware and Edge Analytic Key Players Ranking, 2024 VS 2025 VS 2026
  6. 4.3 Global Neuromorphic Computing, AI Hardware and Edge Analytic Key Players Headquarters & Area Served
  7. 4.4 Global Neuromorphic Computing, AI Hardware and Edge Analytic Players, Product Type & Application
  8. 4.5 Global Neuromorphic Computing, AI Hardware and Edge Analytic Players Establishment Date
  9. 4.6 Market Competitive Analysis
  10. 4.6.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Market CR5 and HHI
  11. 4.6.3 2025 Neuromorphic Computing, AI Hardware and Edge Analytic Tier 1, Tier 2, and Tier 3
5 Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Type
  1. 5.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021 VS 2025 VS 2032)
  2. 5.2 Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2032)
  3. 5.3 Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Type (2021-2032)
6 Neuromorphic Computing, AI Hardware and Edge Analytic Market Size by Application
  1. 6.1 Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021 VS 2025 VS 2032)
  2. 6.2 Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2032)
  3. 6.3 Global Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Market Share by Application (2021-2032)
7 Company Profiles
  1. 7.1 IBM Corporation
  2. 7.1.1 IBM Corporation Company Information
  3. 7.1.2 IBM Corporation Business Overview
  4. 7.1.3 IBM Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (2021-2026)
  5. 7.1.4 IBM Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  6. 7.1.5 IBM Corporation Recent Developments
  7. 7.2 Intel Corporation
  8. 7.2.1 Intel Corporation Company Information
  9. 7.2.2 Intel Corporation Business Overview
  10. 7.2.3 Intel Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (2021-2026)
  11. 7.2.4 Intel Corporation Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  12. 7.2.5 Intel Corporation Recent Developments
  13. 7.3 Brainchip Holdings Limited
  14. 7.3.1 Brainchip Holdings Limited Company Information
  15. 7.3.2 Brainchip Holdings Limited Business Overview
  16. 7.3.3 Brainchip Holdings Limited Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (2021-2026)
  17. 7.3.4 Brainchip Holdings Limited Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  18. 7.3.5 Brainchip Holdings Limited Recent Developments
  19. 7.4 Qualcomm Technologies
  20. 7.4.1 Qualcomm Technologies Company Information
  21. 7.4.2 Qualcomm Technologies Business Overview
  22. 7.4.3 Qualcomm Technologies Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (2021-2026)
  23. 7.4.4 Qualcomm Technologies Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  24. 7.4.5 Qualcomm Technologies Recent Developments
  25. 7.5 HP Enterprise
  26. 7.5.1 HP Enterprise Company Information
  27. 7.5.2 HP Enterprise Business Overview
  28. 7.5.3 HP Enterprise Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (2021-2026)
  29. 7.5.4 HP Enterprise Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  30. 7.5.5 HP Enterprise Recent Developments
  31. 7.6 HRL Laboratories LLC
  32. 7.6.1 HRL Laboratories LLC Company Information
  33. 7.6.2 HRL Laboratories LLC Business Overview
  34. 7.6.3 HRL Laboratories LLC Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (2021-2026)
  35. 7.6.4 HRL Laboratories LLC Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  36. 7.6.5 HRL Laboratories LLC Recent Developments
  37. 7.7 Flow Neuroscience AB
  38. 7.7.1 Flow Neuroscience AB Company Information
  39. 7.7.2 Flow Neuroscience AB Business Overview
  40. 7.7.3 Flow Neuroscience AB Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (2021-2026)
  41. 7.7.4 Flow Neuroscience AB Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  42. 7.7.5 Flow Neuroscience AB Recent Developments
  43. 7.8 Innatera Nano systems B.V.
  44. 7.8.1 Innatera Nano systems B.V. Company Information
  45. 7.8.2 Innatera Nano systems B.V. Business Overview
  46. 7.8.3 Innatera Nano systems B.V. Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (2021-2026)
  47. 7.8.4 Innatera Nano systems B.V. Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  48. 7.8.5 Innatera Nano systems B.V. Recent Developments
  49. 7.9 Aspinity, Inc.
  50. 7.9.1 Aspinity, Inc. Company Information
  51. 7.9.2 Aspinity, Inc. Business Overview
  52. 7.9.3 Aspinity, Inc. Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (2021-2026)
  53. 7.9.4 Aspinity, Inc. Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  54. 7.9.5 Aspinity, Inc. Recent Developments
  55. 7.10 Samsung Electronics Limited
  56. 7.10.1 Samsung Electronics Limited Company Information
  57. 7.10.2 Samsung Electronics Limited Business Overview
  58. 7.10.3 Samsung Electronics Limited Neuromorphic Computing, AI Hardware and Edge Analytic Revenue and Gross Margin (2021-2026)
  59. 7.10.4 Samsung Electronics Limited Neuromorphic Computing, AI Hardware and Edge Analytic Product Portfolio
  60. 7.10.5 Samsung Electronics Limited Recent Developments
8 North America
  1. 8.1 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue (2021-2032)
  2. 8.2 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2032)
  3. 8.2.1 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2026)
  4. 8.2.2 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2027-2032)
  5. 8.3 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Type (2021-2032)
  6. 8.4 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2032)
  7. 8.4.1 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2026)
  8. 8.4.2 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2027-2032)
  9. 8.5 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Application (2021-2032)
  10. 8.6 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country
  11. 8.6.1 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021 VS 2025 VS 2032)
  12. 8.6.2 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021-2026)
  13. 8.6.3 North America Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2027-2032)
  14. 8.6.4 United States
  15. 8.6.5 Canada
  16. 8.6.6 Mexico
9 Europe
  1. 9.1 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue (2021-2032)
  2. 9.2 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2032)
  3. 9.2.1 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2026)
  4. 9.2.2 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2027-2032)
  5. 9.3 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Type (2021-2032)
  6. 9.4 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2032)
  7. 9.4.1 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2026)
  8. 9.4.2 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2027-2032)
  9. 9.5 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Application (2021-2032)
  10. 9.6 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country
  11. 9.6.1 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021 VS 2025 VS 2032)
  12. 9.6.2 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021-2026)
  13. 9.6.3 Europe Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2027-2032)
  14. 9.6.4 Germany
  15. 9.6.5 France
  16. 9.6.6 U.K.
  17. 9.6.7 Italy
  18. 9.6.8 Russia
  19. 9.6.9 Spain
  20. 9.6.10 Netherlands
  21. 9.6.11 Switzerland
  22. 9.6.12 Sweden
  23. 9.6.13 Poland
10 China
  1. 10.1 China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue (2021-2032)
  2. 10.2 China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2032)
  3. 10.2.1 China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2026)
  4. 10.2.2 China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2027-2032)
  5. 10.3 China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Type (2021-2032)
  6. 10.4 China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2032)
  7. 10.4.1 China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2026)
  8. 10.4.2 China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2027-2032)
  9. 10.5 China Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Application (2021-2032)
11 Asia (Excluding China)
  1. 11.1 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue (2021-2032)
  2. 11.2 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2032)
  3. 11.2.1 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2026)
  4. 11.2.2 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2027-2032)
  5. 11.3 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Type (2021-2032)
  6. 11.4 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2032)
  7. 11.4.1 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2026)
  8. 11.4.2 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2027-2032)
  9. 11.5 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Application (2021-2032)
  10. 11.6 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country
  11. 11.6.1 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021 VS 2025 VS 2032)
  12. 11.6.2 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021-2026)
  13. 11.6.3 Asia Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2027-2032)
  14. 11.6.4 Japan
  15. 11.6.5 South Korea
  16. 11.6.6 India
  17. 11.6.7 Australia
  18. 11.6.8 Taiwan
  19. 11.6.9 Southeast Asia
12 South America, Middle East and Africa
  1. 12.1 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue (2021-2032)
  2. 12.2 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2032)
  3. 12.2.1 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2021-2026)
  4. 12.2.2 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Type (2027-2032)
  5. 12.3 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Type (2021-2032)
  6. 12.4 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2032)
  7. 12.4.1 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2021-2026)
  8. 12.4.2 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Application (2027-2032)
  9. 12.5 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue Share by Application (2021-2032)
  10. 12.6 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country
  11. 12.6.1 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021 VS 2025 VS 2032)
  12. 12.6.2 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2021-2026)
  13. 12.6.3 SAMEA Neuromorphic Computing, AI Hardware and Edge Analytic Revenue by Country (2027-2032)
  14. 12.6.4 Brazil
  15. 12.6.5 Argentina
  16. 12.6.6 Chile
  17. 12.6.7 Colombia
  18. 12.6.8 Peru
  19. 12.6.9 Saudi Arabia
  20. 12.6.10 Israel
  21. 12.6.11 UAE
  22. 12.6.12 Turkey
  23. 12.6.13 Iran
  24. 12.6.14 Egypt
13 Concluding Insights
    14 Appendix
    1. 14.1 Reasons for Doing This Study
    2. 14.2 Research Methodology
    3. 14.3 Research Process
    4. 14.4 Authors List of This Report
    5. 14.5 Data Source
    6. 14.5.1 Secondary Sources
    7. 14.5.2 Primary Sources

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