Comparing 11 vendors in AI Inference Startups across 0 criteria.
AI inference is the process of using a trained artificial intelligence (AI) model to make predictions, classify data, or extract insights from new, unseen input data. It involves applying a model to tasks like image recognition , language processing, or real-time analytics. Optimized for efficiency and speed, AI inference often runs on specialized hardware, enabling applications from autonomous systems to personalized recommendations.
1 INTRODUCTION
1.1 Study Objectives
1.2 Market Definition
1.3 Study Scope
1.3.1 Markets Covered and Regional Scope
1.3.2 Inclusions and Exclusions
1.3.3 Years Considered
1.4 Currency Considered
1.5 Unit Considered
1.6 Limitations
1.7 Stakeholders
2 MARKET OVERVIEW
2.1 Introduction
2.2 Market Dynamics
2.2.1 Drivers
2.2.1.1 Growing demand for real-time processing on edge devices
2.2.1.2 Growth of advanced cloud platforms offering specialized AI inference services
2.2.1.3 Enhanced GPU capabilities for inference tasks
2.2.2 Restraints
2.2.2.1 Computational workload and high power consumption
2.2.2.2 Shortage of skilled workforce
2.2.3 Opportunities
2.2.3.1 Growth of AI-enabled healthcare and diagnostics
2.2.3.2 Advancements in natural language processing for improved customer experience
2.2.3.3 Increasing demand for real-time data processing and analytics
2.2.4 Challenges
2.2.4.1 Data privacy concerns
2.2.4.2 Supply chain disruptions
2.3 Trends/Disruptions Impacting Customer Business
2.4 Value Chain Analysis
2.5 Ecosystem Analysis
2.6 Investment and Funding Scenario
2.7 Technology Analysis
2.7.1 Key Technologies
2.7.1.1 GenAI workload
2.7.1.2 High bandwidth memory (HBM)
2.7.1.3 High-performance computing (HPC)
2.7.2 Complementary Technologies
2.7.2.1 High-speed interconnects
2.7.2.2 Edge computing infrastructure
2.7.2.3 Data center power management and cooling system
2.7.3 Adjacent Technologies
2.7.3.1 Cloud AI services
2.7.3.2 AI development frameworks
2.8 Patent Analysis
2.9 Trade Analysis
2.9.1 Import Scenario (HS Code 854231)
2.9.2 Export Scenario (HS Code 854231)
2.10 Key Conferences and Events, 2025–2026
2.11 Porter’s Five Forces Analysis
2.11.1 Threat of New Entrants
2.11.2 Threat of Substitutes
2.11.3 Bargaining Power of Suppliers
2.11.4 Bargaining Power of Buyers
2.11.5 Intensity of Competitive Rivalry
3 COMPETITIVE LANDSCAPE
3.1 Introduction
3.2 Key Player Strategies/Right to Win, 2020–2024
3.3 Revenue Analysis, 2022–2024
3.4 Market Share Analysis, 2024
3.5 Company Valuation and Financial Metrics
3.6 Brand/Product Comparison
3.7 Company Evaluation Matrix: Startups/SMEs, 2024
3.7.1 Progressive Companies
3.7.2 Responsive Companies
3.7.3 Dynamic Companies
3.7.4 Starting Blocks
3.7.5 Competitive Benchmarking: Startups/SMEs, 2024
3.7.5.1 Detailed list of key startups/SMEs
3.7.5.2 Competitive benchmarking of key startups/SMEs
3.8 Competitive Scenario
3.8.1 Product Launches
3.8.2 Deals
4 COMPANY PROFILES
4.1 MYTHIC
4.1.1 Business overview
4.1.2 Products/Solutions/Services offered
4.1.3 Recent developments
4.2 BLAIZE
4.2.1 Business overview
4.2.2 Products/Solutions/Services offered
4.2.3 Recent developments
4.3 GROQ, INC.
4.3.1 Business overview
4.3.2 Products/Solutions/Services offered
4.3.3 Recent developments
4.4 HAILO TECHNOLOGIES LTD.
4.4.1 Business overview
4.4.2 Products/Solutions/Services offered
4.4.3 Recent developments
4.5 SIMA TECHNOLOGIES, INC.
4.5.1 Business overview
4.5.2 Products/Solutions/Services offered
4.5.3 Recent developments
4.6 KNERON, INC.
4.6.1 Business overview
4.6.2 Products/Solutions/Services offered
4.6.3 Recent developments
4.7 TENSTORRENT
4.7.1 Business overview
4.7.2 Products/Solutions/Services offered
4.7.3 Recent developments
4.8 SAMBANOVA SYSTEMS, INC.
4.8.1 Business overview
4.8.2 Products/Solutions/Services offered
4.8.3 Recent developments
4.9 SAPEON INC.
4.9.1 Business overview
4.9.2 Products/Solutions/Services offered
4.9.3 Recent developments
4.10 REBELLIONS INC.
4.10.1 Business overview
4.10.2 Products/Solutions/Services offered
4.10.3 Recent developments
4.11 SHANGHAI BIREN TECHNOLOGY CO., LTD.
4.11.1 Business overview
4.11.2 Products/Solutions/Services offered
4.11.3 Recent developments