프라이버시 보호형 AI 시장(2025-2029년)

The global privacy-preserving AI market is forecasted to grow by USD 7888.9 mn during 2024-2029, accelerating at a CAGR of 27.9% during the forecast period. The report on the global privacy-preserving AI market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by proliferation of stringent data privacy regulations and evolving AI governance frameworks, heightened consumer privacy consciousness and its impact on brand trust, commercial and scientific need for collaborative data analysis without compromising confidentiality.

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

Technavio's global privacy-preserving AI market is segmented as below:

By Deployment

• Cloud-based
• On-premises
• Hybrid

By Business Segment

• Large enterprises
• SMEs

By Technology

• Federated learning
• Homomorphic encryption
• Secure multi-party computation

Geography

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

This study identifies the escalating consumer awareness and the emergence of privacy as a competitive differentiator as one of the prime reasons driving the global privacy-preserving AI market growth during the next few years. Also, symbiotic growth of generative AI and need for responsible data utilization and maturation and commercialization of privacy-enhancing technologies will lead to sizable demand in the market.

The report on the global privacy-preserving AI market covers the following areas:

• Global privacy-preserving AI market sizing
• Global privacy-preserving AI market forecast
• Global privacy-preserving AI market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading global privacy-preserving AI market vendors that include Cisco Systems Inc., Duality Technologies Inc., Gen Digital Inc., Google LLC, Hewlett Packard, Intel Corp., IBM Corp., Keyless Technologies S.r.l., McAfee LLC, Microsoft Corp., Mistral AI, OpenAI, Oracle Corp., Owkin Inc., Skyflow Inc., Thales Group, Tune Insight, X.AI LLC. Also, the global privacy-preserving AI market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

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

Table of Contents

1 Executive Summary

• 1.1 Market overview
  • Executive Summary - Chart on Market Overview
  • Executive Summary - Data Table on Market Overview
  • Executive Summary - Chart on Global Market Characteristics
  • Executive Summary - Chart on Market by Geography
  • Executive Summary - Chart on Market Segmentation by Deployment
  • Executive Summary - Chart on Market Segmentation by Business Segment
  • Executive Summary - Chart on Market Segmentation by Technology
  • Executive Summary - Chart on Incremental Growth
  • Executive Summary - Data Table on Incremental Growth
  • Executive Summary - Chart on Company Market Positioning

2 Technavio Analysis

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

3 Market Landscape

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

4 Market Sizing

• 4.1 Market definition
• 4.2 Market segment analysis
  • Market segments
• 4.3 Market size 2024
• 4.4 Market outlook: Forecast for 2024-2029

5 Historic Market Size

• 5.1 Global Privacy-Preserving AI Market 2019 - 2023
  • Historic Market Size - Data Table on Global Privacy-Preserving AI Market 2019 - 2023 ($ million)
• 5.2 Deployment segment analysis 2019 - 2023
  • Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
• 5.3 Business segment analysis 2019 - 2023
  • Historic Market Size - Business Segment 2019 - 2023 ($ million)
• 5.4 Technology segment analysis 2019 - 2023
  • Historic Market Size - Technology Segment 2019 - 2023 ($ million)
• 5.5 Geography segment analysis 2019 - 2023
  • Historic Market Size - Geography Segment 2019 - 2023 ($ million)
• 5.6 Country segment analysis 2019 - 2023
  • Historic Market Size - Country Segment 2019 - 2023 ($ million)

6 Five Forces Analysis

• 6.1 Five forces summary
  • Five forces analysis - Comparison between 2024 and 2029
• 6.2 Bargaining power of buyers
  • Bargaining power of buyers - Impact of key factors 2024 and 2029
• 6.3 Bargaining power of suppliers
  • Bargaining power of suppliers - Impact of key factors in 2024 and 2029
• 6.4 Threat of new entrants
  • Threat of new entrants - Impact of key factors in 2024 and 2029
• 6.5 Threat of substitutes
  • Threat of substitutes - Impact of key factors in 2024 and 2029
• 6.6 Threat of rivalry
  • Threat of rivalry - Impact of key factors in 2024 and 2029
• 6.7 Market condition

7 Market Segmentation by Deployment

• 7.1 Market segments
• 7.2 Comparison by Deployment
• 7.3 Cloud-based - Market size and forecast 2024-2029
• 7.4 On-premises - Market size and forecast 2024-2029
• 7.5 Hybrid - Market size and forecast 2024-2029
• 7.6 Market opportunity by Deployment
  • Market opportunity by Deployment ($ million)

8 Market Segmentation by Business Segment

• 8.1 Market segments
• 8.2 Comparison by Business Segment
• 8.3 Large enterprises - Market size and forecast 2024-2029
• 8.4 SMEs - Market size and forecast 2024-2029
• 8.5 Market opportunity by Business Segment
  • Market opportunity by Business Segment ($ million)

9 Market Segmentation by Technology

• 9.1 Market segments
• 9.2 Comparison by Technology
• 9.3 Federated learning - Market size and forecast 2024-2029
• 9.4 Homomorphic encryption - Market size and forecast 2024-2029
• 9.5 Secure multi-party computation - Market size and forecast 2024-2029
• 9.6 Market opportunity by Technology
  • Market opportunity by Technology ($ million)

10 Customer Landscape

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

11 Geographic Landscape

• 11.1 Geographic segmentation
• 11.2 Geographic comparison
• 11.3 North America - Market size and forecast 2024-2029
  • 11.3.1 US - Market size and forecast 2024-2029
  • 11.3.2 Canada - Market size and forecast 2024-2029
  • 11.3.3 Mexico - Market size and forecast 2024-2029
• 11.4 Europe - Market size and forecast 2024-2029
  • 11.4.1 Germany - Market size and forecast 2024-2029
  • 11.4.2 UK - Market size and forecast 2024-2029
  • 11.4.3 The Netherlands - Market size and forecast 2024-2029
  • 11.4.4 France - Market size and forecast 2024-2029
  • 11.4.5 Italy - Market size and forecast 2024-2029
  • 11.4.6 Spain - Market size and forecast 2024-2029
• 11.5 APAC - Market size and forecast 2024-2029
  • 11.5.1 China - Market size and forecast 2024-2029
  • 11.5.2 Japan - Market size and forecast 2024-2029
  • 11.5.3 India - Market size and forecast 2024-2029
  • 11.5.4 South Korea - Market size and forecast 2024-2029
  • 11.5.5 Australia - Market size and forecast 2024-2029
  • 11.5.6 Indonesia - Market size and forecast 2024-2029
• 11.6 South America - Market size and forecast 2024-2029
  • 11.6.1 Brazil - Market size and forecast 2024-2029
  • 11.6.2 Argentina - Market size and forecast 2024-2029
  • 11.6.3 Colombia - Market size and forecast 2024-2029
• 11.7 Middle East and Africa - Market size and forecast 2024-2029
  • 11.7.1 Saudi Arabia - Market size and forecast 2024-2029
  • 11.7.2 UAE - Market size and forecast 2024-2029
  • 11.7.3 South Africa - Market size and forecast 2024-2029
  • 11.7.4 Israel - Market size and forecast 2024-2029
  • 11.7.5 Turkey - Market size and forecast 2024-2029
• 11.8 Market opportunity by geography
  • Market opportunity by geography ($ million)
  • Data Tables on Market opportunity by geography ($ million)

12 Drivers, Challenges, and Opportunity

• 12.1 Market drivers
  • Proliferation of stringent data privacy regulations and evolving AI governance frameworks
  • Heightened consumer privacy consciousness and its impact on brand trust
  • Commercial and scientific need for collaborative data analysis without compromising confidentiality
• 12.2 Market challenges
  • High computational overhead and performance trade-offs
  • Implementation complexity and scarcity of specialized talent
  • Regulatory fragmentation and compliance uncertainty
• 12.3 Impact of drivers and challenges
  • Impact of drivers and challenges in 2024 and 2029
• 12.4 Market opportunities
  • Escalating consumer awareness and the emergence of privacy as a competitive differentiator
  • Symbiotic growth of generative AI and need for responsible data utilization
  • Maturation and commercialization of privacy-enhancing technologies

13 Competitive Landscape

• 13.1 Overview
• 13.2 Competitive Landscape
  • Overview on criticality of inputs and factors of differentiation
• 13.3 Landscape disruption
  • Overview on factors of disruption
• 13.4 Industry risks
  • Impact of key risks on business

14 Competitive Analysis

• 14.1 Companies profiled
  • Companies covered
• 14.2 Company ranking index
  • Company ranking index
• 14.3 Market positioning of companies
  • Matrix on companies position and classification
• 14.4 Cisco Systems Inc.
  • Cisco Systems Inc. - Overview
  • Cisco Systems Inc. - Business segments
  • Cisco Systems Inc. - Key news
  • Cisco Systems Inc. - Key offerings
  • Cisco Systems Inc. - Segment focus
  • SWOT
• 14.5 Gen Digital Inc.
  • Gen Digital Inc. - Overview
  • Gen Digital Inc. - Product / Service
  • Gen Digital Inc. - Key offerings
  • SWOT
• 14.6 Google LLC
  • Google LLC - Overview
  • Google LLC - Product / Service
  • Google LLC - Key offerings
  • SWOT
• 14.7 Hewlett Packard
  • Hewlett Packard - Overview
  • Hewlett Packard - Business segments
  • Hewlett Packard - Key news
  • Hewlett Packard - Key offerings
  • Hewlett Packard - Segment focus
  • SWOT
• 14.8 Intel Corp.
  • Intel Corp. - Overview
  • Intel Corp. - Business segments
  • Intel Corp. - Key news
  • Intel Corp. - Key offerings
  • Intel Corp. - Segment focus
  • SWOT
• 14.9 IBM Corp.
  • IBM Corp. - Overview
  • IBM Corp. - Business segments
  • IBM Corp. - Key news
  • IBM Corp. - Key offerings
  • IBM Corp. - Segment focus
  • SWOT
• 14.10 Keyless Technologies S.r.l.
  • Keyless Technologies S.r.l. - Overview
  • Keyless Technologies S.r.l. - Product / Service
  • Keyless Technologies S.r.l. - Key offerings
  • SWOT
• 14.11 McAfee LLC
  • McAfee LLC - Overview
  • McAfee LLC - Product / Service
  • McAfee LLC - Key offerings
  • SWOT
• 14.12 Microsoft Corp.
  • Microsoft Corp. - Overview
  • Microsoft Corp. - Business segments
  • Microsoft Corp. - Key news
  • Microsoft Corp. - Key offerings
  • Microsoft Corp. - Segment focus
  • SWOT
• 14.13 Mistral AI
  • Mistral AI - Overview
  • Mistral AI - Product / Service
  • Mistral AI - Key offerings
  • SWOT
• 14.14 OpenAI
  • OpenAI - Overview
  • OpenAI - Product / Service
  • OpenAI - Key offerings
  • SWOT
• 14.15 Oracle Corp.
  • Oracle Corp. - Overview
  • Oracle Corp. - Business segments
  • Oracle Corp. - Key news
  • Oracle Corp. - Key offerings
  • Oracle Corp. - Segment focus
  • SWOT
• 14.16 Owkin Inc.
  • Owkin Inc. - Overview
  • Owkin Inc. - Product / Service
  • Owkin Inc. - Key offerings
  • SWOT
• 14.17 Thales Group
  • Thales Group - Overview
  • Thales Group - Business segments
  • Thales Group - Key news
  • Thales Group - Key offerings
  • Thales Group - Segment focus
  • SWOT
• 14.18 X.AI LLC
  • X.AI LLC - Overview
  • X.AI LLC - Product / Service
  • X.AI LLC - Key offerings
  • SWOT

15 Appendix

• 15.1 Scope of the report
  • Market definition
  • Objectives
  • Notes and caveats
• 15.2 Inclusions and exclusions checklist
  • Inclusions checklist
  • Exclusions checklist
• 15.3 Currency conversion rates for US$
  • Currency conversion rates for US$
• 15.4 Research methodology
  • Research methodology
• 15.5 Data procurement
  • Information sources
• 15.6 Data validation
  • Data validation
• 15.7 Validation techniques employed for market sizing
  • Validation techniques employed for market sizing
• 15.8 Data synthesis
  • Data synthesis
• 15.9 360 degree market analysis
  • 360 degree market analysis
• 15.10 List of abbreviations
  • List of abbreviations