Product Code: GVR-4-68040-689-9
Composite AI Market Summary
The global composite AI market size was estimated at USD 1,264.2 million in 2024 and is projected to reach USD 12,989.0 million by 2033, growing at a CAGR of 29.6% from 2025 to 2033. The integration of symbolic reasoning with machine learning is propelling the composite AI industry by enhancing model transparency and contextual accuracy.
This combination allows systems to not only learn from data but also apply structured logic, making them more reliable in regulated environments. Enterprises are adopting these hybrid models to meet the growing demand for explainable and compliant AI solutions.
The composite AI industry is witnessing increased development of industry-specific solutions. Enterprises are combining techniques such as LLMs, computer vision, simulation, and symbolic reasoning. These models are designed to incorporate industry knowledge and align with specific operational requirements. There is a growing use of cloud-based platforms to scale composite AI deployments. Strategic collaborations are helping integrate advanced AI into sector-specific workflows. Adoption is expanding rapidly across manufacturing, finance, retail, telecom, and automotive industries. For instance, in October 2024, Tata Consultancy Services (TCS), an Indian IT company, expanded its partnership with NVIDIA Corporation by setting up a dedicated NVIDIA Business Unit within its AI. Cloud division to speed up AI adoption across various industries. Through this collaboration, the companies launched composite AI solutions for key industries using NVIDIA AI Enterprise, Omniverse, and agentic AI.
Data environments are becoming more varied and complex. Traditional AI models struggle to perform across such diverse conditions. They are often limited in adapting to multiple data formats and real-time inputs. Organizations now require flexible frameworks to manage and process different data types efficiently. Customizable AI enables better alignment with operational goals and regulatory requirements. It also improves integration across structured, unstructured, and semi-structured datasets. This need is driving broader adoption and development of composite AI solutions. Companies across sectors are actively implementing such frameworks to enhance performance and scalability. For instance, in August 2024, NVIDIA Corporation introduced NIM Agent Blueprints, a set of customizable AI workflows designed for enterprise applications such as customer service, drug discovery, and PDF data extraction. The company aims to accelerate the development of scalable, data-driven AI systems using tools such as NeMo, NIM microservices, and Tokkio.
Organizations increasingly face scrutiny over the decision-making process of AI systems. Regulatory pressures and ethical concerns are raising the need for greater model transparency. Explainable AI (XAI) has emerged as a key requirement to ensure trust and accountability in automated decisions. Traditional black-box models often fail to provide clear reasoning behind their outputs. Composite AI addresses this by integrating interpretable symbolic methods with machine learning. This combination helps in delivering more understandable and auditable results. As enterprises adopt AI in sensitive areas such as finance, healthcare, and public services, the demand for explainability becomes critical. Composite AI frameworks allow human-in-the-loop models that align better with compliance standards. The market is responding with platforms that embed XAI features into hybrid systems. This change is accelerating the adoption of composite AI across regulated and high-risk environments.
Global Composite AI Market Report Segmentation
This report forecasts revenue growth at the global, regional, and country levels and provides an analysis of the latest industry trends and opportunities in each of the sub-segments from 2021 to 2033. For this study, Grand View Research has segmented the global composite AI market report based on the AI techniques, application, end-use, and region.
- AI Techniques Outlook (Revenue, USD Million, 2021 - 2033)
- Machine Learning
- Data Mining
- Natural Language Processing
- Computer Vision
- Knowledge Graphs
- Symbolic AI / Rule-based
- Others
- Application Outlook (Revenue, USD Million, 2021 - 2033)
- Product Design and Development
- Customer Service
- Predictive Maintenance
- Fraud Detection
- Risk Management
- Others
- End-use Outlook (Revenue, USD Million, 2021 - 2033)
- BFSI
- Healthcare & Life Sciences
- Retail & E-commerce
- Manufacturing
- Telecommunications
- Others
- Regional Outlook (Revenue, USD Million, 2021 - 2033)
- North America
- Europe
- Asia Pacific
- China
- Japan
- India
- Australia
- South Korea
- Latin America
- Middle East & Africa (MEA)
Table of Contents
Chapter 1. Methodology and Scope
- 1.1. Market Segmentation & Scope
- 1.2. Market Definition
- 1.3. Information Procurement
- 1.3.1. Purchased Database
- 1.3.2. GVR's Internal Database
- 1.3.3. Secondary Sources & Third-Party Perspectives
- 1.3.4. Primary Research
- 1.4. Information Analysis
- 1.4.1. Data Analysis Models
- 1.5. Market Formulation & Data Visualization
- 1.6. Data Validation & Publishing
Chapter 2. Executive Summary
- 2.1. Market Insights
- 2.2. Segmental Outlook
- 2.3. Competitive Outlook
Chapter 3. Composite AI Market Variables, Trends & Scope
- 3.1. Global Composite AI Market Outlook
- 3.2. Industry Value Chain Analysis
- 3.3. Market Dynamics
- 3.3.1. Market Driver Analysis
- 3.3.2. Market Restraint Analysis
- 3.3.3. Industry Challenges
- 3.4. Porter's Five Forces Analysis
- 3.4.1. Supplier Power
- 3.4.2. Buyer Power
- 3.4.3. Substitution Threat
- 3.4.4. Threat from New Entrant
- 3.4.5. Competitive Rivalry
- 3.5. PESTEL Analysis
- 3.5.1. Political Landscape
- 3.5.2. Economic Landscape
- 3.5.3. Social Landscape
- 3.5.4. Technological Landscape
- 3.5.5. Environmental Landscape
- 3.5.6. Legal Landscape
Chapter 4. Composite AI Market: AI Techniques Estimates & Forecasts
- 4.1. Composite AI Market: AI Techniques Movement Analysis, 2024 & 2033
- 4.1.1. Machine Learning
- 4.1.1.1. Machine Learning Market estimates and forecast, 2021 - 2033 (USD Million)
- 4.1.2. Data Mining
- 4.1.2.1. Data Mining Market estimates and forecast, 2021 - 2033 (USD Million)
- 4.1.3. Natural Language Processing
- 4.1.3.1. Natural Language Processing Market estimates and forecast, 2021 - 2033 (USD Million)
- 4.1.4. Computer Vision
- 4.1.4.1. Computer Vision Market estimates and forecast, 2021 - 2033 (USD Million)
- 4.1.5. Knowledge Graphs
- 4.1.5.1. Knowledge Graphs Market estimates and forecast, 2021 - 2033 (USD Million)
- 4.1.6. Symbolic AI / Rule-Based
- 4.1.6.1. Symbolic AI / Rule-Based Market estimates and forecast, 2021 - 2033 (USD Million)
- 4.1.7. Others
- 4.1.7.1. Others Market estimates and forecast, 2021 - 2033 (USD Million)
Chapter 5. Composite AI Market: Application Estimates & Forecasts
- 5.1. Composite AI Market: Application Movement Analysis, 2024 & 2033
- 5.1.1. Product Design and Development
- 5.1.1.1. Product Design and Development Market estimates and forecast, 2021 - 2033 (USD Million)
- 5.1.2. Customer Service
- 5.1.2.1. Customer Service Market estimates and forecast, 2021 - 2033 (USD Million)
- 5.1.3. Predictive Maintenance
- 5.1.3.1. Predictive Maintenance Market estimates and forecast, 2021 - 2033 (USD Million)
- 5.1.4. Fraud Detection
- 5.1.4.1. Fraud Detection Market estimates and forecast, 2021 - 2033 (USD Million)
- 5.1.5. Risk Management
- 5.1.5.1. Risk Management Market estimates and forecast, 2021 - 2033 (USD Million)
- 5.1.6. Others
- 5.1.6.1. Others Market estimates and forecast, 2021 - 2033 (USD Million)
Chapter 6. Composite AI Market: End Use Outlook Estimates & Forecasts
- 6.1. Composite AI Market: End Use Movement Analysis, 2024 & 2033
- 6.1.1. BFSI
- 6.1.1.1. BFSI Market estimates and forecast, 2021 - 2033 (USD Million)
- 6.1.2. Healthcare & Life Sciences
- 6.1.2.1. Healthcare & Life Sciences Market estimates and forecast, 2021 - 2033 (USD Million)
- 6.1.3. Retail & E-commerce
- 6.1.3.1. Retail & E-commerce Market estimates and forecast, 2021 - 2033 (USD Million)
- 6.1.4. Manufacturing
- 6.1.4.1. Manufacturing Market estimates and forecast, 2021 - 2033 (USD Million)
- 6.1.5. Telecommunications
- 6.1.5.1. Telecommunications Market estimates and forecast, 2021 - 2033 (USD Million)
- 6.1.6. Others
- 6.1.6.1. Others Market estimates and forecast, 2021 - 2033 (USD Million)
Chapter 7. Composite AI Market: Regional Estimates & Trend Analysis
- 7.1. Composite AI Market Share, By Region, 2024 & 2033, USD Million
- 7.2. North America
- 7.2.1. North America Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.2.1.1. North America Composite AI Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
- 7.2.1.2. North America Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.2.1.3. North America Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.2.1.4. North America Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.2.2. U.S.
- 7.2.2.1. U.S. Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.2.2.2. U.S. Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.2.2.3. U.S. Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.2.2.4. U.S. Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.2.3. Canada
- 7.2.3.1. Canada Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.2.3.2. Canada Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.2.3.3. Canada Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.2.3.4. Canada Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.2.4. Mexico
- 7.2.4.1. Mexico Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.2.4.2. Mexico Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.2.4.3. Mexico Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.2.4.4. Mexico Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.3. Europe
- 7.3.1. Europe Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.3.1.1. Europe Composite AI Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
- 7.3.1.2. Europe Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.3.1.3. Europe Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.3.1.4. Europe Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.3.2. UK
- 7.3.2.1. UK Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.3.2.2. UK Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.3.2.3. UK Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.3.2.4. UK Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.3.3. Germany
- 7.3.3.1. Germany Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.3.3.2. Germany Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.3.3.3. Germany Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.3.3.4. Germany Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.3.4. France
- 7.3.4.1. France Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.3.4.2. France Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.3.4.3. France Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.3.4.4. France Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.4. Asia Pacific
- 7.4.1. Asia Pacific Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.4.1.1. Asia Pacific Composite AI Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
- 7.4.1.2. Asia Pacific Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.4.1.3. Asia Pacific Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.4.1.4. Asia Pacific Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.4.2. China
- 7.4.2.1. China Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.4.2.2. China Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.4.2.3. China Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.4.2.4. China Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.4.3. Japan
- 7.4.3.1. Japan Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.4.3.2. Japan Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.4.3.3. Japan Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.4.3.4. Japan Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.4.4. India
- 7.4.4.1. India Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.4.4.2. India Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.4.4.3. India Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.4.4.4. India Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.4.5. Australia
- 7.4.5.1. Australia Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.4.5.2. Australia Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.4.5.3. Australia Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.4.5.4. Australia Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.4.6. South Korea
- 7.4.6.1. South Korea Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.4.6.2. South Korea Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.4.6.3. South Korea Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.4.6.4. South Korea Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.5. Latin America
- 7.5.1. Latin America Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.5.1.1. Latin America Composite AI Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
- 7.5.1.2. Latin America Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.5.1.3. Latin America Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.5.1.4. Latin America Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.5.2. Brazil
- 7.5.2.1. Brazil Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.5.2.2. Brazil Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.5.2.3. Brazil Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.5.2.4. Brazil Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.6. Middle East and Africa
- 7.6.1. Middle East and Africa Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.6.1.1. Middle East and Africa Composite AI Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
- 7.6.1.2. Middle East and Africa Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.6.1.3. Middle East and Africa Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.6.1.4. Middle East and Africa Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.6.2. KSA
- 7.6.2.1. KSA Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.6.2.2. KSA Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.6.2.3. KSA Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.6.2.4. KSA Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.6.3. UAE
- 7.6.3.1. UAE Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.6.3.2. UAE Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.6.3.3. UAE Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.6.3.4. UAE Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
- 7.6.4. South Africa
- 7.6.4.1. South Africa Composite AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
- 7.6.4.2. South Africa Composite AI Market Estimates and Forecasts, by AI Techniques, 2021 - 2033 (USD Million)
- 7.6.4.3. South Africa Composite AI Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
- 7.6.4.4. South Africa Composite AI Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
Chapter 8. Competitive Landscape
- 8.1. Recent Developments & Impact Analysis, By Key Market Participants
- 8.2. Vendor Landscape
- 8.2.1. Company categorization
- 8.2.2. List of Key Distributors and channel Partners
- 8.2.3. List of Potential Customers/Listing
- 8.3. Competitive Dynamics
- 8.3.1. Competitive Benchmarking
- 8.3.2. Strategy Mapping
- 8.3.3. Heat Map Analysis
- 8.4. Company Profiles/Listing
- 8.4.1. Accenture
- 8.4.1.1. Participant's overview
- 8.4.1.2. Financial performance
- 8.4.1.3. Product benchmarking
- 8.4.1.4. Strategic initiatives
- 8.4.2. BlackSwan Technologies
- 8.4.2.1. Participant's overview
- 8.4.2.2. Financial performance
- 8.4.2.3. Product benchmarking
- 8.4.2.4. Strategic initiatives
- 8.4.3. C3.ai, Inc.
- 8.4.3.1. Participant's overview
- 8.4.3.2. Financial performance
- 8.4.3.3. Product benchmarking
- 8.4.3.4. Strategic initiatives
- 8.4.4. Fujitsu
- 8.4.4.1. Participant's overview
- 8.4.4.2. Financial performance
- 8.4.4.3. Product benchmarking
- 8.4.4.4. Strategic initiatives
- 8.4.5. Google LLC
- 8.4.5.1. Participant's overview
- 8.4.5.2. Financial performance
- 8.4.5.3. Product benchmarking
- 8.4.5.4. Strategic initiatives
- 8.4.6. IBM Corporation
- 8.4.6.1. Participant's overview
- 8.4.6.2. Financial performance
- 8.4.6.3. Product benchmarking
- 8.4.6.4. Strategic initiatives
- 8.4.7. Microsoft
- 8.4.7.1. Participant's overview
- 8.4.7.2. Financial performance
- 8.4.7.3. Product benchmarking
- 8.4.7.4. Strategic initiatives
- 8.4.8. NVIDIA Corporation
- 8.4.8.1. Participant's overview
- 8.4.8.2. Financial performance
- 8.4.8.3. Product benchmarking
- 8.4.8.4. Strategic initiatives
- 8.4.9. SAP SE
- 8.4.9.1. Participant's overview
- 8.4.9.2. Financial performance
- 8.4.9.3. Product benchmarking
- 8.4.9.4. Strategic initiatives
- 8.4.10. TATA Consultancy Services Limited (TCS)
- 8.4.10.1. Participant's overview
- 8.4.10.2. Financial performance
- 8.4.10.3. Product benchmarking
- 8.4.10.4. Strategic initiatives