1 INTRODUCTION

    1.1 Study Objectives
    1.2 Market Definition

        1.2.1 Inclusions and Exclusions

    1.3 Market Scope

        1.3.1 Market Segmentation
        1.3.2 Years Considered

    1.4 Currency Considered
    1.5 Stakeholders
    1.6 Summary of Changes

2 MARKET OVERVIEW AND INDUSTRY TRENDS

    2.1 Introduction
    2.2 Market Dynamics

        2.2.1 Drivers

            2.2.1.1 Growth in adoption of autonomous artificial intelligence
            2.2.1.2 Rise of deep learning and machine learning technologies
            2.2.1.3 Advancements in computing power and availability of large
                    databases

        2.2.2 Restraints

            2.2.2.1 Increasing concerns over IP ownership and legal risks in
                    generative AI-generated content
            2.2.2.2 Cost and complexity of aligning models with enterprise-
                    specific compliance and governance policies
            2.2.2.3 Fragmentation in AI toolchains and lack of standardized
                    evaluation frameworks for enterprise readiness

        2.2.3 Opportunities

            2.2.3.1 Advancements in AI-native infrastructure enhancing
                    scalability and performance
            2.2.3.2 Expansion of edge AI capabilities for real-time data
                    processing and decision-making
            2.2.3.3 Advancements in generative AI to open new avenues for AI-
                    powered content creation

        2.2.4 Challenges

            2.2.4.1 Lack of transparency and explainability in decision-making
                    process of AI
            2.2.4.2 Concerns related to bias and inaccurately generated output
            2.2.4.3 Integration challenges and lack of understanding of state-
                    of-the-art systems

    2.3 Artificial Intelligence Market: Evolution
    2.4 Supply Chain Analysis
    2.5 Ecosystem Analysis

        2.5.1 Artificial Intelligence Hardware Providers
        2.5.2 Artificial Intelligence Software Providers
        2.5.3 Artificial Intelligence Service Providers

    2.6 Impact of

2 US Tariff – Artificial Intelligence (AI) Market

        2.1.1 Introduction
        2.1.2 Key Tariff Rates
        2.1.3 Price Impact Analysis

            2.1.3.1 Strategic Shifts and Emerging Trends

    2.2 Pricing Analysis

        2.2.1 Average Selling Price of Offering, By Key Player, 2025
        2.2.2 Average Selling Price, By Application, 2025

    2.3 Trade Analysis

        2.3.1 Export Scenario of Processors and Controllers
        2.3.2 Import Scenario of Processors and Controllers

    2.4 Key Conferences and Events (2025–2026)
    2.5 Porter’s Five Forces Analysis

        2.5.1 Threat of New Entrants
        2.5.2 Threat of Substitutes
        2.5.3 Bargaining Power of Suppliers
        2.5.4 Bargaining Power of Buyers
        2.5.5 Intensity of Competitive Rivalry

3 COMPETITIVE LANDSCAPE

    3.1 Overview
    3.2 Key Player Strategies, 2020–2024
    3.3 Revenue Analysis, 2020–2024
    3.4 Market Share Analysis, 2024

        3.4.1 Market Ranking Analysis, 2024

    3.5 Product Comparative Analysis

        3.5.1 Product Comparative Analysis, By Machine Learning

            3.5.1.1 Vertex AI
            3.5.1.2 Amazon Forecast
            3.5.1.3 NVIDIA Jarvis
            3.5.1.4 SAS Viya
            3.5.1.5 Microsoft Azure AI Personalizer

        3.5.2 Product Comparative Analysis, By Natural Language Processing

            3.5.2.1 Gensim
            3.5.2.2 MindMeld
            3.5.2.3 Google Cloud Natural Language
            3.5.2.4 MonkeyLearn
            3.5.2.5 Amazon Comprehend

        3.5.3 Product Comparative Analysis, By Computer Vision

            3.5.3.1 OpenCV
            3.5.3.2 Viso Suite
            3.5.3.3 TensorFlow
            3.5.3.4 MATLAB
            3.5.3.5 Keras

    3.6 Company Valuation and Financial Metrics
    3.7 Company Evaluation Matrix: Key Players (AI Infrastructure), 2024

        3.7.1 Stars
        3.7.2 Emerging Leaders
        3.7.3 Pervasive Players
        3.7.4 Participants
        3.7.5 Company Footprint: Key Players (AI Infrastructure), 2024

            3.7.5.1 Company Footprint
            3.7.5.2 Offering Footprint
            3.7.5.3 Technology Footprint
            3.7.5.4 Enterprise Application Footprint
            3.7.5.5 Region Footprint

    3.8 Company Evaluation Matrix: Key Players (AI Software), 2024

        3.8.1 Stars
        3.8.2 Emerging Leaders
        3.8.3 Pervasive Players
        3.8.4 Participants
        3.8.5 Company Footprint: Key Players (AI Software), 2024

            3.8.5.1 Company Footprint
            3.8.5.2 Offering Footprint
            3.8.5.3 Technology Footprint
            3.8.5.4 Enterprise Application Footprint
            3.8.5.5 Region Footprint

    3.9 Company Evaluation Matrix: Key Players (AI Services), 2024

        3.9.1 Stars
        3.9.2 Emerging Leaders
        3.9.3 Pervasive Players
        3.9.4 Participants
        3.9.5 Company Footprint: Key Players (AI Services), 2024

            3.9.5.1 Company Footprint
            3.9.5.2 Offering Footprint
            3.9.5.3 Technology Footprint
            3.9.5.4 Enterprise Application Footprint
            3.9.5.5 Region Footprint

4 COMPANY PROFILES

    4.1 NVIDIA

        4.1.1 Business overview
        4.1.2 Products/Solutions/Services offered
        4.1.3 Recent developments

    4.2 MICROSOFT

        4.2.1 Business overview
        4.2.2 Products/Solutions/Services offered
        4.2.3 Recent developments

    4.3 AWS

        4.3.1 Business overview
        4.3.2 Products/Solutions/Services offered
        4.3.3 Recent developments

    4.4 GOOGLE

        4.4.1 Business overview
        4.4.2 Products/Solutions/Services offered
        4.4.3 Recent developments

    4.5 IBM

        4.5.1 Business overview
        4.5.2 Products/Solutions/Services offered
        4.5.3 Recent developments

    4.6 AMD

        4.6.1 Business overview
        4.6.2 Products/Solutions/Services offered
        4.6.3 Recent developments

    4.7 ORACLE

        4.7.1 Business overview
        4.7.2 Products/Solutions/Services offered
        4.7.3 Recent developments

    4.8 INTEL

        4.8.1 Business overview
        4.8.2 Products/Solutions/Services offered
        4.8.3 Recent developments

    4.9 OPENAI

        4.9.1 Business overview
        4.9.2 Products/Solutions/Services offered
        4.9.3 Recent developments

    4.10 BAIDU

        4.10.1 Business overview
        4.10.2 Products/Solutions/Services offered
        4.10.3 Recent developments

    4.11 QUALCOMM

        4.11.1 Business overview
        4.11.2 Products/Solutions/Services offered
        4.11.3 Recent developments

    4.12 HPE

        4.12.1 Business overview
        4.12.2 Products/Solutions/Services offered
        4.12.3 Recent developments

    4.13 ALIBABA CLOUD

        4.13.1 Business overview
        4.13.2 Products/Solutions/Services offered
        4.13.3 Recent developments

    4.14 HUAWEI

        4.14.1 Business overview
        4.14.2 Products/Solutions/Services offered
        4.14.3 Recent developments

    4.15 SALESFORCE

        4.15.1 Business overview
        4.15.2 Products/Solutions/Services offered
        4.15.3 Recent developments

    4.16 META

        4.16.1 Business overview
        4.16.2 Products/Solutions/Services offered
        4.16.3 Recent developments

    4.17 SAP

        4.17.1 Business overview
        4.17.2 Products/Solutions/Services offered
        4.17.3 Recent developments

    4.18 CISCO

        4.18.1 Business overview
        4.18.2 Products/Solutions/Services offered
        4.18.3 Recent developments

    4.19 SAS INSTITUTE

        4.19.1 Business overview
        4.19.2 Products/Solutions/Services offered
        4.19.3 Recent developments

    4.20 SIEMENS

        4.20.1 Business overview
        4.20.2 Products/Solutions/Services offered
        4.20.3 Recent developments

    4.21 DATABRICKS

        4.21.1 Business overview
        4.21.2 Products/Solutions/Services offered
        4.21.3 Recent developments

    4.22 IMERIT

        4.22.1 Business overview
        4.22.2 Products/Solutions/Services offered
        4.22.3 Recent developments

    4.23 CENTIFIC

        4.23.1 Business overview
        4.23.2 Products/Solutions/Services offered
        4.23.3 Recent developments

    4.24 QUANTIPHI

        4.24.1 Business overview
        4.24.2 Products/Solutions/Services offered
        4.24.3 Recent developments

    4.25 TIGER ANALYTICS

        4.25.1 Business overview
        4.25.2 Products/Solutions/Services offered
        4.25.3 Recent developments

    4.26 TELUS INTERNATIONAL

        4.26.1 Business overview
        4.26.2 Products/Solutions/Services offered
        4.26.3 Recent developments

    4.27 INNODATA

        4.27.1 Business overview
        4.27.2 Products/Solutions/Services offered
        4.27.3 Recent developments

    4.28 FRACTAL ANALYTICS

        4.28.1 Business overview
        4.28.2 Products/Solutions/Services offered
        4.28.3 Recent developments

    4.29 SAMA

        4.29.1 Business overview
        4.29.2 Products/Solutions/Services offered
        4.29.3 Recent developments