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

        2.1.4 Impact on Country/Region

            2.1.4.1 US

                2.1.4.1.1 Strategic Shifts and  Key Observations

            2.1.4.2 China

                2.1.4.2.1 Strategic Shifts and  Key Observations

            2.1.4.3 Europe

                2.1.4.3.1 Strategic Shifts and  Key Observations

            2.1.4.4 Asia Pacific (excluding China)

                2.1.4.4.1 Strategic Shifts and  Key Observations

        2.1.5 Impact on End-Use Industries

            2.1.5.1 BFSI
            2.1.5.2 Healthcare & Life Sciences
            2.1.5.3 Manufacturing
            2.1.5.4 Retail & E-commerce
            2.1.5.5 Telecommunications
            2.1.5.6 Transportation & Logistics
            2.1.5.7 Software & Technology Providers
            2.1.5.8 Energy & Utilities

    2.2 Investment Landscape and Funding Scenario
    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: Startups/SMEs, 2024

        3.7.1 Startups/SMEs – AI Software Players

            3.7.1.1 Progressive Companies
            3.7.1.2 Responsive Companies
            3.7.1.3 Dynamic Companies
            3.7.1.4 Starting Blocks

        3.7.2 Startups/SMEs – AI Services Providers

            3.7.2.1 Progressive Companies
            3.7.2.2 Responsive Companies
            3.7.2.3 Dynamic Companies
            3.7.2.4 Starting Blocks

        3.7.3 Competitive Benchmarking: Startups/SMEs, 2024

            3.7.3.1 Detailed List of Key Startups/SMEs
            3.7.3.2 Competitive Benchmarking of  Key Startups/SMEs

    3.8 Competitive Scenario and Trends

        3.8.1 Product Launches and Enhancements
        3.8.2 Deals

4 COMPANY PROFILES

    4.1 ANTHROPIC

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

    4.2 SCALE AI

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

    4.3 C3 AI

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

    4.4 PERSADO

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

    4.5 DIALPAD

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

    4.6 CEREBRAS

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

    4.7 SHIELD AI

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

    4.8 APPIER

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

    4.9 ADA

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

    4.10 DEEPL

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

    4.11 JASPER

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

    4.12 METROPOLIS TECHNOLOGIES

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

    4.13 ADEPT

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

    4.14 H2O.AI

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

    4.15 AI

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

    4.16 LABS

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

    4.17 SYNTHESIA

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

    4.18 COHERE

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

    4.19 PERSADO

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

    4.20 ANYSCALE

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

    4.21 APPEN

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

    4.22 SNORKEL

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

    4.23 COGITO TECH

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

    4.24 INBENTA

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

    4.25 OBSERVE AI

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

    4.26 CHARACTER.AI

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

    4.27 SPOT AI

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

    4.28 ARTHUR AI

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

    4.29 WRITESONIC

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

    4.30 INFLECTION AI

        4.30.1 Business overview
        4.30.2 Products/Solutions/Services offered
        4.30.3 Recent developments

    4.31 MOSTLY AI

        4.31.1 Business overview
        4.31.2 Products/Solutions/Services offered
        4.31.3 Recent developments

    4.32 LABELBOX

        4.32.1 Business overview
        4.32.2 Products/Solutions/Services offered
        4.32.3 Recent developments

    4.33 GAMAYA

        4.33.1 Business overview
        4.33.2 Products/Solutions/Services offered
        4.33.3 Recent developments

    4.34 GRAPHCORE

        4.34.1 Business overview
        4.34.2 Products/Solutions/Services offered
        4.34.3 Recent developments

    4.35 HQE SYSTEMS, INC.

        4.35.1 Business overview
        4.35.2 Products/Solutions/Services offered
        4.35.3 Recent developments

    4.36 ONE AI

        4.36.1 Business overview
        4.36.2 Products/Solutions/Services offered
        4.36.3 Recent developments

    4.37 SOUNDFUL

        4.37.1 Business overview
        4.37.2 Products/Solutions/Services offered
        4.37.3 Recent developments

    4.38 ARROW AI

        4.38.1 Business overview
        4.38.2 Products/Solutions/Services offered
        4.38.3 Recent developments