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Model Inference Optimization Tools Market 2025-2029

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    Report

  • 258 Pages
  • July 2025
  • Region: Global
  • TechNavio
  • ID: 6111144
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The model inference optimization tools market is forecasted to grow by USD 180.22 billion during 2024-2029, accelerating at a CAGR of 24.6% during the forecast period. The report on the model inference optimization tools 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 large and complex ai models, especially generative ai, relentless expansion of edge ai and iot, and economic imperative for operational efficiency and sustainability.

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.

The model inference optimization tools market is segmented as below:

By Deployment

  • Cloud
  • On-premises
  • Edge

By End-user

  • BFSI
  • Healthcare
  • Retail and e-commerce
  • Automotive
  • Others

By Application

  • Machine learning
  • Generative AI
  • Natural language processing (NLP)
  • Computer vision
  • Others

By Geographical Landscape

  • APAC
  • North America
  • Europe
  • South America
  • Middle East and Africa
This study identifies the rise of automated and hardware-aware optimization platforms as one of the prime reasons driving the model inference optimization tools market growth during the next few years. Also, emergence of specialized toolchains for generative ai and large language models and integration of optimization into end-to-end mlops and ai governance lifecycle will lead to sizable demand in the market.

The report on the model inference optimization tools market covers the following areas:

  • Model Inference Optimization Tools Market sizing
  • Model Inference Optimization Tools Market forecast
  • Model Inference Optimization Tools Market industry analysis
A robust vendor analysis within the report is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading model inference optimization tools market vendors that include Advanced Micro Devices Inc., Alibaba Group Holding Ltd., Amazon.com Inc., Axelera AI B.V., Cerebras Systems Inc., Gcore, Google LLC, Graphcore Ltd., Groq Inc., Hugging Face, Intel Corp., International Business Machines Corp., Microsoft Corp., Nebius, NVIDIA Corp., Qualcomm Inc., Recogni, and Scaleway SAS. Also, the model inference optimization tools 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 report 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 Geographical Landscape
Executive Summary - Chart on Market Segmentation by Deployment
Executive Summary - Chart on Market Segmentation by End-user
Executive Summary - Chart on Market Segmentation by Application
Executive Summary - Chart on Incremental Growth
Executive Summary - Data Table on Incremental Growth
Executive Summary - Chart on Company Market Positioning
2 Market 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
Overview on criticality of inputs and factors of differentiation
2.3 Factors of disruption
Overview on factors of disruption
2.4 Impact of drivers and challenges
Impact of drivers and challenges in 2024 and 2029
3 Market Landscape
3.1 Market ecosystem
Parent Market
Data Table on - Parent Market
3.2 Market characteristics
Market characteristics analysis
3.3 Value chain analysis
Value chain analysis
4 Market Sizing
4.1 Market definition
Offerings of companies included in the market definition
4.2 Market segment analysis
Market segments
4.3 Market size 2024
4.4 Market outlook: Forecast for 2024-2029
Chart on Global - Market size and forecast 2024-2029 ($ million)
Data Table on Global - Market size and forecast 2024-2029 ($ million)
Chart on Global Market: Year-over-year growth 2024-2029 (%)
Data Table on Global Market: Year-over-year growth 2024-2029 (%)
5 Historic Market Size
5.1 Global Model Inference Optimization Tools Market 2019 - 2023
Historic Market Size - Data Table on Global Model Inference Optimization Tools Market 2019 - 2023 ($ million)
5.2 Deployment segment analysis 2019 - 2023
Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
5.3 End-user segment analysis 2019 - 2023
Historic Market Size - End-user Segment 2019 - 2023 ($ million)
5.4 Application segment analysis 2019 - 2023
Historic Market Size - Application 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
Chart on Market condition - Five forces 2024 and 2029
7 Market Segmentation by Deployment
7.1 Market segments
Chart on Deployment - Market share 2024-2029 (%)
Data Table on Deployment - Market share 2024-2029 (%)
7.2 Comparison by Deployment
Chart on Comparison by Deployment
Data Table on Comparison by Deployment
7.3 Cloud - Market size and forecast 2024-2029
Chart on Cloud - Market size and forecast 2024-2029 ($ million)
Data Table on Cloud - Market size and forecast 2024-2029 ($ million)
Chart on Cloud - Year-over-year growth 2024-2029 (%)
Data Table on Cloud - Year-over-year growth 2024-2029 (%)
7.4 On-premises - Market size and forecast 2024-2029
Chart on On-premises - Market size and forecast 2024-2029 ($ million)
Data Table on On-premises - Market size and forecast 2024-2029 ($ million)
Chart on On-premises - Year-over-year growth 2024-2029 (%)
Data Table on On-premises - Year-over-year growth 2024-2029 (%)
7.5 Edge - Market size and forecast 2024-2029
Chart on Edge - Market size and forecast 2024-2029 ($ million)
Data Table on Edge - Market size and forecast 2024-2029 ($ million)
Chart on Edge - Year-over-year growth 2024-2029 (%)
Data Table on Edge - Year-over-year growth 2024-2029 (%)
7.6 Market opportunity by Deployment
Market opportunity by Deployment ($ million)
Data Table on Market opportunity by Deployment ($ million)
8 Market Segmentation by End-user
8.1 Market segments
Chart on End-user - Market share 2024-2029 (%)
Data Table on End-user - Market share 2024-2029 (%)
8.2 Comparison by End-user
Chart on Comparison by End-user
Data Table on Comparison by End-user
8.3 BFSI - Market size and forecast 2024-2029
Chart on BFSI - Market size and forecast 2024-2029 ($ million)
Data Table on BFSI - Market size and forecast 2024-2029 ($ million)
Chart on BFSI - Year-over-year growth 2024-2029 (%)
Data Table on BFSI - Year-over-year growth 2024-2029 (%)
8.4 Healthcare - Market size and forecast 2024-2029
Chart on Healthcare - Market size and forecast 2024-2029 ($ million)
Data Table on Healthcare - Market size and forecast 2024-2029 ($ million)
Chart on Healthcare - Year-over-year growth 2024-2029 (%)
Data Table on Healthcare - Year-over-year growth 2024-2029 (%)
8.5 Retail and e-commerce - Market size and forecast 2024-2029
Chart on Retail and e-commerce - Market size and forecast 2024-2029 ($ million)
Data Table on Retail and e-commerce - Market size and forecast 2024-2029 ($ million)
Chart on Retail and e-commerce - Year-over-year growth 2024-2029 (%)
Data Table on Retail and e-commerce - Year-over-year growth 2024-2029 (%)
8.6 Automotive - Market size and forecast 2024-2029
Chart on Automotive - Market size and forecast 2024-2029 ($ million)
Data Table on Automotive - Market size and forecast 2024-2029 ($ million)
Chart on Automotive - Year-over-year growth 2024-2029 (%)
Data Table on Automotive - Year-over-year growth 2024-2029 (%)
8.7 Others - Market size and forecast 2024-2029
Chart on Others - Market size and forecast 2024-2029 ($ million)
Data Table on Others - Market size and forecast 2024-2029 ($ million)
Chart on Others - Year-over-year growth 2024-2029 (%)
Data Table on Others - Year-over-year growth 2024-2029 (%)
8.8 Market opportunity by End-user
Market opportunity by End-user ($ million)
Data Table on Market opportunity by End-user ($ million)
9 Market Segmentation by Application
9.1 Market segments
Chart on Application - Market share 2024-2029 (%)
Data Table on Application - Market share 2024-2029 (%)
9.2 Comparison by Application
Chart on Comparison by Application
Data Table on Comparison by Application
9.3 Machine learning - Market size and forecast 2024-2029
Chart on Machine learning - Market size and forecast 2024-2029 ($ million)
Data Table on Machine learning - Market size and forecast 2024-2029 ($ million)
Chart on Machine learning - Year-over-year growth 2024-2029 (%)
Data Table on Machine learning - Year-over-year growth 2024-2029 (%)
9.4 Generative AI - Market size and forecast 2024-2029
Chart on Generative AI - Market size and forecast 2024-2029 ($ million)
Data Table on Generative AI - Market size and forecast 2024-2029 ($ million)
Chart on Generative AI - Year-over-year growth 2024-2029 (%)
Data Table on Generative AI - Year-over-year growth 2024-2029 (%)
9.5 Natural language processing (NLP) - Market size and forecast 2024-2029
Chart on Natural language processing (NLP) - Market size and forecast 2024-2029 ($ million)
Data Table on Natural language processing (NLP) - Market size and forecast 2024-2029 ($ million)
Chart on Natural language processing (NLP) - Year-over-year growth 2024-2029 (%)
Data Table on Natural language processing (NLP) - Year-over-year growth 2024-2029 (%)
9.6 Computer vision - Market size and forecast 2024-2029
Chart on Computer vision - Market size and forecast 2024-2029 ($ million)
Data Table on Computer vision - Market size and forecast 2024-2029 ($ million)
Chart on Computer vision - Year-over-year growth 2024-2029 (%)
Data Table on Computer vision - Year-over-year growth 2024-2029 (%)
9.7 Others - Market size and forecast 2024-2029
Chart on Others - Market size and forecast 2024-2029 ($ million)
Data Table on Others - Market size and forecast 2024-2029 ($ million)
Chart on Others - Year-over-year growth 2024-2029 (%)
Data Table on Others - Year-over-year growth 2024-2029 (%)
9.8 Market opportunity by Application
Market opportunity by Application ($ million)
Data Table on Market opportunity by Application ($ 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
Chart on Market share By Geographical Landscape 2024-2029 (%)
Data Table on Market share By Geographical Landscape 2024-2029 (%)
11.2 Geographic comparison
Chart on Geographic comparison
Data Table on Geographic comparison
11.3 APAC - Market size and forecast 2024-2029
Chart on APAC - Market size and forecast 2024-2029 ($ million)
Data Table on APAC - Market size and forecast 2024-2029 ($ million)
Chart on APAC - Year-over-year growth 2024-2029 (%)
Data Table on APAC - Year-over-year growth 2024-2029 (%)
11.4 North America - Market size and forecast 2024-2029
Chart on North America - Market size and forecast 2024-2029 ($ million)
Data Table on North America - Market size and forecast 2024-2029 ($ million)
Chart on North America - Year-over-year growth 2024-2029 (%)
Data Table on North America - Year-over-year growth 2024-2029 (%)
11.5 Europe - Market size and forecast 2024-2029
Chart on Europe - Market size and forecast 2024-2029 ($ million)
Data Table on Europe - Market size and forecast 2024-2029 ($ million)
Chart on Europe - Year-over-year growth 2024-2029 (%)
Data Table on Europe - Year-over-year growth 2024-2029 (%)
11.6 South America - Market size and forecast 2024-2029
Chart on South America - Market size and forecast 2024-2029 ($ million)
Data Table on South America - Market size and forecast 2024-2029 ($ million)
Chart on South America - Year-over-year growth 2024-2029 (%)
Data Table on South America - Year-over-year growth 2024-2029 (%)
11.7 Middle East and Africa - Market size and forecast 2024-2029
Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
11.8 US - Market size and forecast 2024-2029
Chart on US - Market size and forecast 2024-2029 ($ million)
Data Table on US - Market size and forecast 2024-2029 ($ million)
Chart on US - Year-over-year growth 2024-2029 (%)
Data Table on US - Year-over-year growth 2024-2029 (%)
11.9 China - Market size and forecast 2024-2029
Chart on China - Market size and forecast 2024-2029 ($ million)
Data Table on China - Market size and forecast 2024-2029 ($ million)
Chart on China - Year-over-year growth 2024-2029 (%)
Data Table on China - Year-over-year growth 2024-2029 (%)
11.10 Japan - Market size and forecast 2024-2029
Chart on Japan - Market size and forecast 2024-2029 ($ million)
Data Table on Japan - Market size and forecast 2024-2029 ($ million)
Chart on Japan - Year-over-year growth 2024-2029 (%)
Data Table on Japan - Year-over-year growth 2024-2029 (%)
11.11 India - Market size and forecast 2024-2029
Chart on India - Market size and forecast 2024-2029 ($ million)
Data Table on India - Market size and forecast 2024-2029 ($ million)
Chart on India - Year-over-year growth 2024-2029 (%)
Data Table on India - Year-over-year growth 2024-2029 (%)
11.12 South Korea - Market size and forecast 2024-2029
Chart on South Korea - Market size and forecast 2024-2029 ($ million)
Data Table on South Korea - Market size and forecast 2024-2029 ($ million)
Chart on South Korea - Year-over-year growth 2024-2029 (%)
Data Table on South Korea - Year-over-year growth 2024-2029 (%)
11.13 Germany - Market size and forecast 2024-2029
Chart on Germany - Market size and forecast 2024-2029 ($ million)
Data Table on Germany - Market size and forecast 2024-2029 ($ million)
Chart on Germany - Year-over-year growth 2024-2029 (%)
Data Table on Germany - Year-over-year growth 2024-2029 (%)
11.14 Canada - Market size and forecast 2024-2029
Chart on Canada - Market size and forecast 2024-2029 ($ million)
Data Table on Canada - Market size and forecast 2024-2029 ($ million)
Chart on Canada - Year-over-year growth 2024-2029 (%)
Data Table on Canada - Year-over-year growth 2024-2029 (%)
11.15 UK - Market size and forecast 2024-2029
Chart on UK - Market size and forecast 2024-2029 ($ million)
Data Table on UK - Market size and forecast 2024-2029 ($ million)
Chart on UK - Year-over-year growth 2024-2029 (%)
Data Table on UK - Year-over-year growth 2024-2029 (%)
11.16 France - Market size and forecast 2024-2029
Chart on France - Market size and forecast 2024-2029 ($ million)
Data Table on France - Market size and forecast 2024-2029 ($ million)
Chart on France - Year-over-year growth 2024-2029 (%)
Data Table on France - Year-over-year growth 2024-2029 (%)
11.17 Italy - Market size and forecast 2024-2029
Chart on Italy - Market size and forecast 2024-2029 ($ million)
Data Table on Italy - Market size and forecast 2024-2029 ($ million)
Chart on Italy - Year-over-year growth 2024-2029 (%)
Data Table on Italy - Year-over-year growth 2024-2029 (%)
11.18 Market opportunity By Geographical Landscape
Market opportunity By Geographical Landscape ($ million)
Data Tables on Market opportunity By Geographical Landscape ($ million)
12 Drivers, Challenges, and Opportunity/Restraints
12.1 Market drivers
12.2 Market challenges
12.3 Impact of drivers and challenges
Impact of drivers and challenges in 2024 and 2029
12.4 Market opportunities/restraints
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 Advanced Micro Devices Inc.
Advanced Micro Devices Inc. - Overview
Advanced Micro Devices Inc. - Business segments
Advanced Micro Devices Inc. - Key news
Advanced Micro Devices Inc. - Key offerings
Advanced Micro Devices Inc. - Segment focus
SWOT
14.5 Alibaba Group Holding Ltd.
Alibaba Group Holding Ltd. - Overview
Alibaba Group Holding Ltd. - Business segments
Alibaba Group Holding Ltd. - Key news
Alibaba Group Holding Ltd. - Key offerings
Alibaba Group Holding Ltd. - Segment focus
SWOT
14.6 Amazon.com Inc.
Amazon.com Inc. - Overview
Amazon.com Inc. - Business segments
Amazon.com Inc. - Key news
Amazon.com Inc. - Key offerings
Amazon.com Inc. - Segment focus
SWOT
14.7 Cerebras Systems Inc.
Cerebras Systems Inc. - Overview
Cerebras Systems Inc. - Product / Service
Cerebras Systems Inc. - Key offerings
SWOT
14.8 Gcore
Gcore - Overview
Gcore - Product / Service
Gcore - Key offerings
SWOT
14.9 Google LLC
Google LLC - Overview
Google LLC - Product / Service
Google LLC - Key offerings
SWOT
14.10 Groq Inc.
Groq Inc. - Overview
Groq Inc. - Product / Service
Groq Inc. - Key offerings
SWOT
14.11 Hugging Face
Hugging Face - Overview
Hugging Face - Product / Service
Hugging Face - Key offerings
SWOT
14.12 Intel Corp.
Intel Corp. - Overview
Intel Corp. - Business segments
Intel Corp. - Key news
Intel Corp. - Key offerings
Intel Corp. - Segment focus
SWOT
14.13 International Business Machines Corp.
International Business Machines Corp. - Overview
International Business Machines Corp. - Business segments
International Business Machines Corp. - Key news
International Business Machines Corp. - Key offerings
International Business Machines Corp. - Segment focus
SWOT
14.14 Microsoft Corp.
Microsoft Corp. - Overview
Microsoft Corp. - Business segments
Microsoft Corp. - Key news
Microsoft Corp. - Key offerings
Microsoft Corp. - Segment focus
SWOT
14.15 Nebius
Nebius - Overview
Nebius - Product / Service
Nebius - Key offerings
SWOT
14.16 NVIDIA Corp.
NVIDIA Corp. - Overview
NVIDIA Corp. - Business segments
NVIDIA Corp. - Key news
NVIDIA Corp. - Key offerings
NVIDIA Corp. - Segment focus
SWOT
14.17 Qualcomm Inc.
Qualcomm Inc. - Overview
Qualcomm Inc. - Business segments
Qualcomm Inc. - Key news
Qualcomm Inc. - Key offerings
Qualcomm Inc. - Segment focus
SWOT
14.18 Scaleway SAS
Scaleway SAS - Overview
Scaleway SAS - Product / Service
Scaleway SAS - Key offerings
SWOT
15 Appendix
15.1 Scope of the report
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
List of Exhibits
Exhibits 1: Executive Summary - Chart on Market Overview
Exhibits 2: Executive Summary - Data Table on Market Overview
Exhibits 3: Executive Summary - Chart on Global Market Characteristics
Exhibits 4: Executive Summary - Chart on Market By Geographical Landscape
Exhibits 5: Executive Summary - Chart on Market Segmentation by Deployment
Exhibits 6: Executive Summary - Chart on Market Segmentation by End-user
Exhibits 7: Executive Summary - Chart on Market Segmentation by Application
Exhibits 8: Executive Summary - Chart on Incremental Growth
Exhibits 9: Executive Summary - Data Table on Incremental Growth
Exhibits 10: Executive Summary - Chart on Company Market Positioning
Exhibits 11: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibits 12: Overview on criticality of inputs and factors of differentiation
Exhibits 13: Overview on factors of disruption
Exhibits 14: Impact of drivers and challenges in 2024 and 2029
Exhibits 15: Parent Market
Exhibits 16: Data Table on - Parent Market
Exhibits 17: Market characteristics analysis
Exhibits 18: Value chain analysis
Exhibits 19: Offerings of companies included in the market definition
Exhibits 20: Market segments
Exhibits 21: Chart on Global - Market size and forecast 2024-2029 ($ million)
Exhibits 22: Data Table on Global - Market size and forecast 2024-2029 ($ million)
Exhibits 23: Chart on Global Market: Year-over-year growth 2024-2029 (%)
Exhibits 24: Data Table on Global Market: Year-over-year growth 2024-2029 (%)
Exhibits 25: Historic Market Size - Data Table on Global Model Inference Optimization Tools Market 2019 - 2023 ($ million)
Exhibits 26: Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
Exhibits 27: Historic Market Size - End-user Segment 2019 - 2023 ($ million)
Exhibits 28: Historic Market Size - Application Segment 2019 - 2023 ($ million)
Exhibits 29: Historic Market Size - Geography Segment 2019 - 2023 ($ million)
Exhibits 30: Historic Market Size - Country Segment 2019 - 2023 ($ million)
Exhibits 31: Five forces analysis - Comparison between 2024 and 2029
Exhibits 32: Bargaining power of buyers - Impact of key factors 2024 and 2029
Exhibits 33: Bargaining power of suppliers - Impact of key factors in 2024 and 2029
Exhibits 34: Threat of new entrants - Impact of key factors in 2024 and 2029
Exhibits 35: Threat of substitutes - Impact of key factors in 2024 and 2029
Exhibits 36: Threat of rivalry - Impact of key factors in 2024 and 2029
Exhibits 37: Chart on Market condition - Five forces 2024 and 2029
Exhibits 38: Chart on Deployment - Market share 2024-2029 (%)
Exhibits 39: Data Table on Deployment - Market share 2024-2029 (%)
Exhibits 40: Chart on Comparison by Deployment
Exhibits 41: Data Table on Comparison by Deployment
Exhibits 42: Chart on Cloud - Market size and forecast 2024-2029 ($ million)
Exhibits 43: Data Table on Cloud - Market size and forecast 2024-2029 ($ million)
Exhibits 44: Chart on Cloud - Year-over-year growth 2024-2029 (%)
Exhibits 45: Data Table on Cloud - Year-over-year growth 2024-2029 (%)
Exhibits 46: Chart on On-premises - Market size and forecast 2024-2029 ($ million)
Exhibits 47: Data Table on On-premises - Market size and forecast 2024-2029 ($ million)
Exhibits 48: Chart on On-premises - Year-over-year growth 2024-2029 (%)
Exhibits 49: Data Table on On-premises - Year-over-year growth 2024-2029 (%)
Exhibits 50: Chart on Edge - Market size and forecast 2024-2029 ($ million)
Exhibits 51: Data Table on Edge - Market size and forecast 2024-2029 ($ million)
Exhibits 52: Chart on Edge - Year-over-year growth 2024-2029 (%)
Exhibits 53: Data Table on Edge - Year-over-year growth 2024-2029 (%)
Exhibits 54: Market opportunity by Deployment ($ million)
Exhibits 55: Data Table on Market opportunity by Deployment ($ million)
Exhibits 56: Chart on End-user - Market share 2024-2029 (%)
Exhibits 57: Data Table on End-user - Market share 2024-2029 (%)
Exhibits 58: Chart on Comparison by End-user
Exhibits 59: Data Table on Comparison by End-user
Exhibits 60: Chart on BFSI - Market size and forecast 2024-2029 ($ million)
Exhibits 61: Data Table on BFSI - Market size and forecast 2024-2029 ($ million)
Exhibits 62: Chart on BFSI - Year-over-year growth 2024-2029 (%)
Exhibits 63: Data Table on BFSI - Year-over-year growth 2024-2029 (%)
Exhibits 64: Chart on Healthcare - Market size and forecast 2024-2029 ($ million)
Exhibits 65: Data Table on Healthcare - Market size and forecast 2024-2029 ($ million)
Exhibits 66: Chart on Healthcare - Year-over-year growth 2024-2029 (%)
Exhibits 67: Data Table on Healthcare - Year-over-year growth 2024-2029 (%)
Exhibits 68: Chart on Retail and e-commerce - Market size and forecast 2024-2029 ($ million)
Exhibits 69: Data Table on Retail and e-commerce - Market size and forecast 2024-2029 ($ million)
Exhibits 70: Chart on Retail and e-commerce - Year-over-year growth 2024-2029 (%)
Exhibits 71: Data Table on Retail and e-commerce - Year-over-year growth 2024-2029 (%)
Exhibits 72: Chart on Automotive - Market size and forecast 2024-2029 ($ million)
Exhibits 73: Data Table on Automotive - Market size and forecast 2024-2029 ($ million)
Exhibits 74: Chart on Automotive - Year-over-year growth 2024-2029 (%)
Exhibits 75: Data Table on Automotive - Year-over-year growth 2024-2029 (%)
Exhibits 76: Chart on Others - Market size and forecast 2024-2029 ($ million)
Exhibits 77: Data Table on Others - Market size and forecast 2024-2029 ($ million)
Exhibits 78: Chart on Others - Year-over-year growth 2024-2029 (%)
Exhibits 79: Data Table on Others - Year-over-year growth 2024-2029 (%)
Exhibits 80: Market opportunity by End-user ($ million)
Exhibits 81: Data Table on Market opportunity by End-user ($ million)
Exhibits 82: Chart on Application - Market share 2024-2029 (%)
Exhibits 83: Data Table on Application - Market share 2024-2029 (%)
Exhibits 84: Chart on Comparison by Application
Exhibits 85: Data Table on Comparison by Application
Exhibits 86: Chart on Machine learning - Market size and forecast 2024-2029 ($ million)
Exhibits 87: Data Table on Machine learning - Market size and forecast 2024-2029 ($ million)
Exhibits 88: Chart on Machine learning - Year-over-year growth 2024-2029 (%)
Exhibits 89: Data Table on Machine learning - Year-over-year growth 2024-2029 (%)
Exhibits 90: Chart on Generative AI - Market size and forecast 2024-2029 ($ million)
Exhibits 91: Data Table on Generative AI - Market size and forecast 2024-2029 ($ million)
Exhibits 92: Chart on Generative AI - Year-over-year growth 2024-2029 (%)
Exhibits 93: Data Table on Generative AI - Year-over-year growth 2024-2029 (%)
Exhibits 94: Chart on Natural language processing (NLP) - Market size and forecast 2024-2029 ($ million)
Exhibits 95: Data Table on Natural language processing (NLP) - Market size and forecast 2024-2029 ($ million)
Exhibits 96: Chart on Natural language processing (NLP) - Year-over-year growth 2024-2029 (%)
Exhibits 97: Data Table on Natural language processing (NLP) - Year-over-year growth 2024-2029 (%)
Exhibits 98: Chart on Computer vision - Market size and forecast 2024-2029 ($ million)
Exhibits 99: Data Table on Computer vision - Market size and forecast 2024-2029 ($ million)
Exhibits 100: Chart on Computer vision - Year-over-year growth 2024-2029 (%)
Exhibits 101: Data Table on Computer vision - Year-over-year growth 2024-2029 (%)
Exhibits 102: Chart on Others - Market size and forecast 2024-2029 ($ million)
Exhibits 103: Data Table on Others - Market size and forecast 2024-2029 ($ million)
Exhibits 104: Chart on Others - Year-over-year growth 2024-2029 (%)
Exhibits 105: Data Table on Others - Year-over-year growth 2024-2029 (%)
Exhibits 106: Market opportunity by Application ($ million)
Exhibits 107: Data Table on Market opportunity by Application ($ million)
Exhibits 108: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibits 109: Chart on Market share By Geographical Landscape 2024-2029 (%)
Exhibits 110: Data Table on Market share By Geographical Landscape 2024-2029 (%)
Exhibits 111: Chart on Geographic comparison
Exhibits 112: Data Table on Geographic comparison
Exhibits 113: Chart on APAC - Market size and forecast 2024-2029 ($ million)
Exhibits 114: Data Table on APAC - Market size and forecast 2024-2029 ($ million)
Exhibits 115: Chart on APAC - Year-over-year growth 2024-2029 (%)
Exhibits 116: Data Table on APAC - Year-over-year growth 2024-2029 (%)
Exhibits 117: Chart on North America - Market size and forecast 2024-2029 ($ million)
Exhibits 118: Data Table on North America - Market size and forecast 2024-2029 ($ million)
Exhibits 119: Chart on North America - Year-over-year growth 2024-2029 (%)
Exhibits 120: Data Table on North America - Year-over-year growth 2024-2029 (%)
Exhibits 121: Chart on Europe - Market size and forecast 2024-2029 ($ million)
Exhibits 122: Data Table on Europe - Market size and forecast 2024-2029 ($ million)
Exhibits 123: Chart on Europe - Year-over-year growth 2024-2029 (%)
Exhibits 124: Data Table on Europe - Year-over-year growth 2024-2029 (%)
Exhibits 125: Chart on South America - Market size and forecast 2024-2029 ($ million)
Exhibits 126: Data Table on South America - Market size and forecast 2024-2029 ($ million)
Exhibits 127: Chart on South America - Year-over-year growth 2024-2029 (%)
Exhibits 128: Data Table on South America - Year-over-year growth 2024-2029 (%)
Exhibits 129: Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Exhibits 130: Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Exhibits 131: Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
Exhibits 132: Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
Exhibits 133: Chart on US - Market size and forecast 2024-2029 ($ million)
Exhibits 134: Data Table on US - Market size and forecast 2024-2029 ($ million)
Exhibits 135: Chart on US - Year-over-year growth 2024-2029 (%)
Exhibits 136: Data Table on US - Year-over-year growth 2024-2029 (%)
Exhibits 137: Chart on China - Market size and forecast 2024-2029 ($ million)
Exhibits 138: Data Table on China - Market size and forecast 2024-2029 ($ million)
Exhibits 139: Chart on China - Year-over-year growth 2024-2029 (%)
Exhibits 140: Data Table on China - Year-over-year growth 2024-2029 (%)
Exhibits 141: Chart on Japan - Market size and forecast 2024-2029 ($ million)
Exhibits 142: Data Table on Japan - Market size and forecast 2024-2029 ($ million)
Exhibits 143: Chart on Japan - Year-over-year growth 2024-2029 (%)
Exhibits 144: Data Table on Japan - Year-over-year growth 2024-2029 (%)
Exhibits 145: Chart on India - Market size and forecast 2024-2029 ($ million)
Exhibits 146: Data Table on India - Market size and forecast 2024-2029 ($ million)
Exhibits 147: Chart on India - Year-over-year growth 2024-2029 (%)
Exhibits 148: Data Table on India - Year-over-year growth 2024-2029 (%)
Exhibits 149: Chart on South Korea - Market size and forecast 2024-2029 ($ million)
Exhibits 150: Data Table on South Korea - Market size and forecast 2024-2029 ($ million)
Exhibits 151: Chart on South Korea - Year-over-year growth 2024-2029 (%)
Exhibits 152: Data Table on South Korea - Year-over-year growth 2024-2029 (%)
Exhibits 153: Chart on Germany - Market size and forecast 2024-2029 ($ million)
Exhibits 154: Data Table on Germany - Market size and forecast 2024-2029 ($ million)
Exhibits 155: Chart on Germany - Year-over-year growth 2024-2029 (%)
Exhibits 156: Data Table on Germany - Year-over-year growth 2024-2029 (%)
Exhibits 157: Chart on Canada - Market size and forecast 2024-2029 ($ million)
Exhibits 158: Data Table on Canada - Market size and forecast 2024-2029 ($ million)
Exhibits 159: Chart on Canada - Year-over-year growth 2024-2029 (%)
Exhibits 160: Data Table on Canada - Year-over-year growth 2024-2029 (%)
Exhibits 161: Chart on UK - Market size and forecast 2024-2029 ($ million)
Exhibits 162: Data Table on UK - Market size and forecast 2024-2029 ($ million)
Exhibits 163: Chart on UK - Year-over-year growth 2024-2029 (%)
Exhibits 164: Data Table on UK - Year-over-year growth 2024-2029 (%)
Exhibits 165: Chart on France - Market size and forecast 2024-2029 ($ million)
Exhibits 166: Data Table on France - Market size and forecast 2024-2029 ($ million)
Exhibits 167: Chart on France - Year-over-year growth 2024-2029 (%)
Exhibits 168: Data Table on France - Year-over-year growth 2024-2029 (%)
Exhibits 169: Chart on Italy - Market size and forecast 2024-2029 ($ million)
Exhibits 170: Data Table on Italy - Market size and forecast 2024-2029 ($ million)
Exhibits 171: Chart on Italy - Year-over-year growth 2024-2029 (%)
Exhibits 172: Data Table on Italy - Year-over-year growth 2024-2029 (%)
Exhibits 173: Market opportunity By Geographical Landscape ($ million)
Exhibits 174: Data Tables on Market opportunity By Geographical Landscape ($ million)
Exhibits 175: Impact of drivers and challenges in 2024 and 2029
Exhibits 176: Overview on criticality of inputs and factors of differentiation
Exhibits 177: Overview on factors of disruption
Exhibits 178: Impact of key risks on business
Exhibits 179: Companies covered
Exhibits 180: Company ranking index
Exhibits 181: Matrix on companies position and classification
Exhibits 182: Advanced Micro Devices Inc. - Overview
Exhibits 183: Advanced Micro Devices Inc. - Business segments
Exhibits 184: Advanced Micro Devices Inc. - Key news
Exhibits 185: Advanced Micro Devices Inc. - Key offerings
Exhibits 186: Advanced Micro Devices Inc. - Segment focus
Exhibits 187: SWOT
Exhibits 188: Alibaba Group Holding Ltd. - Overview
Exhibits 189: Alibaba Group Holding Ltd. - Business segments
Exhibits 190: Alibaba Group Holding Ltd. - Key news
Exhibits 191: Alibaba Group Holding Ltd. - Key offerings
Exhibits 192: Alibaba Group Holding Ltd. - Segment focus
Exhibits 193: SWOT
Exhibits 194: Amazon.com Inc. - Overview
Exhibits 195: Amazon.com Inc. - Business segments
Exhibits 196: Amazon.com Inc. - Key news
Exhibits 197: Amazon.com Inc. - Key offerings
Exhibits 198: Amazon.com Inc. - Segment focus
Exhibits 199: SWOT
Exhibits 200: Cerebras Systems Inc. - Overview
Exhibits 201: Cerebras Systems Inc. - Product / Service
Exhibits 202: Cerebras Systems Inc. - Key offerings
Exhibits 203: SWOT
Exhibits 204: Gcore - Overview
Exhibits 205: Gcore - Product / Service
Exhibits 206: Gcore - Key offerings
Exhibits 207: SWOT
Exhibits 208: Google LLC - Overview
Exhibits 209: Google LLC - Product / Service
Exhibits 210: Google LLC - Key offerings
Exhibits 211: SWOT
Exhibits 212: Groq Inc. - Overview
Exhibits 213: Groq Inc. - Product / Service
Exhibits 214: Groq Inc. - Key offerings
Exhibits 215: SWOT
Exhibits 216: Hugging Face - Overview
Exhibits 217: Hugging Face - Product / Service
Exhibits 218: Hugging Face - Key offerings
Exhibits 219: SWOT
Exhibits 220: Intel Corp. - Overview
Exhibits 221: Intel Corp. - Business segments
Exhibits 222: Intel Corp. - Key news
Exhibits 223: Intel Corp. - Key offerings
Exhibits 224: Intel Corp. - Segment focus
Exhibits 225: SWOT
Exhibits 226: International Business Machines Corp. - Overview
Exhibits 227: International Business Machines Corp. - Business segments
Exhibits 228: International Business Machines Corp. - Key news
Exhibits 229: International Business Machines Corp. - Key offerings
Exhibits 230: International Business Machines Corp. - Segment focus
Exhibits 231: SWOT
Exhibits 232: Microsoft Corp. - Overview
Exhibits 233: Microsoft Corp. - Business segments
Exhibits 234: Microsoft Corp. - Key news
Exhibits 235: Microsoft Corp. - Key offerings
Exhibits 236: Microsoft Corp. - Segment focus
Exhibits 237: SWOT
Exhibits 238: Nebius - Overview
Exhibits 239: Nebius - Product / Service
Exhibits 240: Nebius - Key offerings
Exhibits 241: SWOT
Exhibits 242: NVIDIA Corp. - Overview
Exhibits 243: NVIDIA Corp. - Business segments
Exhibits 244: NVIDIA Corp. - Key news
Exhibits 245: NVIDIA Corp. - Key offerings
Exhibits 246: NVIDIA Corp. - Segment focus
Exhibits 247: SWOT
Exhibits 248: Qualcomm Inc. - Overview
Exhibits 249: Qualcomm Inc. - Business segments
Exhibits 250: Qualcomm Inc. - Key news
Exhibits 251: Qualcomm Inc. - Key offerings
Exhibits 252: Qualcomm Inc. - Segment focus
Exhibits 253: SWOT
Exhibits 254: Scaleway SAS - Overview
Exhibits 255: Scaleway SAS - Product / Service
Exhibits 256: Scaleway SAS - Key offerings
Exhibits 257: SWOT
Exhibits 258: Inclusions checklist
Exhibits 259: Exclusions checklist
Exhibits 260: Currency conversion rates for US$
Exhibits 261: Research methodology
Exhibits 262: Information sources
Exhibits 263: Data validation
Exhibits 264: Validation techniques employed for market sizing
Exhibits 265: Data synthesis
Exhibits 266: 360 degree market analysis
Exhibits 267: List of abbreviations

Executive Summary

The following companies are recognized as the key players in the global model inference optimization tools market: Advanced Micro Devices Inc., Alibaba Group Holding Ltd., Amazon.com Inc., Axelera AI B.V., Cerebras Systems Inc., Gcore, Google LLC, Graphcore Ltd., Groq Inc., Hugging Face, Intel Corp., International Business Machines Corp., Microsoft Corp., Nebius, NVIDIA Corp., Qualcomm Inc., Recogni, and Scaleway SAS.

Commenting on the report, an analyst from the research team said: "The latest trend gaining momentum in the market is rise of automated and hardware-aware optimization platforms."

According to the report, one of the major drivers for this market is the proliferation of large and complex ai models, especially generative ai.

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 and vendor landscape in addition to a SWOT analysis of the key vendors.

Companies Mentioned (Partial List)

A selection of companies mentioned in this report includes, but is not limited to:

  • Advanced Micro Devices Inc.
  • Alibaba Group Holding Ltd.
  • Amazon.com Inc.
  • Axelera AI B.V.
  • Cerebras Systems Inc.
  • Gcore
  • Google LLC
  • Graphcore Ltd.
  • Groq Inc.
  • Hugging Face
  • Intel Corp.
  • International Business Machines Corp.
  • Microsoft Corp.
  • Nebius
  • NVIDIA Corp.
  • Qualcomm Inc.
  • Recogni
  • Scaleway SAS