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Amazon Web Services Inc.
Apple Inc.
Arm Ltd.
Edgeimpulse, Inc.
Google Cloud
Graphcore Ltd.
Groq Inc.
HAIlo Technologies Ltd
Intel Corp.
Meta Platforms Inc.
Microsoft Corp.
NVIDIA Corp.
Qualcomm Inc.
Red Hat Inc.
SambaNova Systems Inc.
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The ai runtime optimization market is forecasted to grow by USD 6,018.4 mn during 2024-2029, accelerating at a CAGR of 28% during the forecast period. The report on the ai runtime optimization 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 explosive growth of large language models and generative ai demands unprecedented efficiency, rapid expansion of ai into edge and on-device applications, and economic imperative to manage and reduce ai operational costs.
Market Scope
Base Year 2025
End Year 2029
Series Year 2025-2029
Growth Momentum Accelerate
YOY 2025 22.9%
CAGR 28%
Incremental Value $6,018.4 mn
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.
Technavio's ai runtime optimization market is segmented as below:
By Technology
Machine learning
Deep learning
Natural language processing (NLP)
Computer vision
By Component
Software
Hardware
Services
By Deployment
By Geographical Landscape
North America
APAC
Europe
South America
Middle East and Africa
This study identifies the pervasive adoption of hardware-aware optimization and co-design as one of the prime reasons driving the ai runtime optimization market growth during the next few years. Also, convergence of ai model training and inference optimization and democratization of optimization through managed services and advanced open source tools will lead to sizable demand in the market.
The report on the ai runtime optimization market covers the following areas:
AI Runtime Optimization Market sizing
AI Runtime Optimization Market forecast
AI Runtime Optimization Market industry analysis
The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading ai runtime optimization market vendors that include Advanced Micro Devices Inc., Amazon Web Services Inc., Apple Inc., Arm Ltd., Databricks Inc., Edgeimpulse, Inc., Google Cloud, Graphcore Ltd., Groq Inc., Hailo Technologies Ltd, Hugging Face, Intel Corp., Meta Platforms Inc., Microsoft Corp., NVIDIA Corp., Qualcomm Inc., Red Hat Inc., SambaNova Systems Inc., and Tenstorrent Inc.. Also, the ai runtime optimization 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 publisher 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 Technology
Executive Summary - Chart on Market Segmentation by Component
Executive Summary - Chart on Market Segmentation by Deployment
Executive Summary - Chart on Incremental Growth
Executive Summary - Data Table on Incremental Growth
Executive Summary - Chart on Company Market Positioning
2 Technavio 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
4 Market Sizing
4.1 Market definition
Offerings of companies included in the market definition
4.2 Market segment analysis
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 AI Runtime Optimization Market 2019 - 2023
Historic Market Size - Data Table on Global AI Runtime Optimization Market 2019 - 2023 ($ million)
5.2 Technology segment analysis 2019 - 2023
Historic Market Size - Technology Segment 2019 - 2023 ($ million)
5.3 Component segment analysis 2019 - 2023
Historic Market Size - Component Segment 2019 - 2023 ($ million)
5.4 Deployment segment analysis 2019 - 2023
Historic Market Size - Deployment 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 Technology
7.1 Market segments
Chart on Technology - Market share 2024-2029 (%)
Data Table on Technology - Market share 2024-2029 (%)
7.2 Comparison by Technology
Chart on Comparison by Technology
Data Table on Comparison by Technology
7.3 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 (%)
7.4 Deep learning - Market size and forecast 2024-2029
Chart on Deep learning - Market size and forecast 2024-2029 ($ million)
Data Table on Deep learning - Market size and forecast 2024-2029 ($ million)
Chart on Deep learning - Year-over-year growth 2024-2029 (%)
Data Table on Deep learning - Year-over-year growth 2024-2029 (%)
7.5 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 (%)
7.6 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 (%)
7.7 Market opportunity by Technology
Market opportunity by Technology ($ million)
Data Table on Market opportunity by Technology ($ million)
8 Market Segmentation by Component
8.1 Market segments
Chart on Component - Market share 2024-2029 (%)
Data Table on Component - Market share 2024-2029 (%)
8.2 Comparison by Component
Chart on Comparison by Component
Data Table on Comparison by Component
8.3 Software - Market size and forecast 2024-2029
Chart on Software - Market size and forecast 2024-2029 ($ million)
Data Table on Software - Market size and forecast 2024-2029 ($ million)
Chart on Software - Year-over-year growth 2024-2029 (%)
Data Table on Software - Year-over-year growth 2024-2029 (%)
8.4 Hardware - Market size and forecast 2024-2029
Chart on Hardware - Market size and forecast 2024-2029 ($ million)
Data Table on Hardware - Market size and forecast 2024-2029 ($ million)
Chart on Hardware - Year-over-year growth 2024-2029 (%)
Data Table on Hardware - Year-over-year growth 2024-2029 (%)
8.5 Services - Market size and forecast 2024-2029
Chart on Services - Market size and forecast 2024-2029 ($ million)
Data Table on Services - Market size and forecast 2024-2029 ($ million)
Chart on Services - Year-over-year growth 2024-2029 (%)
Data Table on Services - Year-over-year growth 2024-2029 (%)
8.6 Market opportunity by Component
Market opportunity by Component ($ million)
Data Table on Market opportunity by Component ($ million)
9 Market Segmentation by Deployment
9.1 Market segments
Chart on Deployment - Market share 2024-2029 (%)
Data Table on Deployment - Market share 2024-2029 (%)
9.2 Comparison by Deployment
Chart on Comparison by Deployment
Data Table on Comparison by Deployment
9.3 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 (%)
9.4 Cloud-based - Market size and forecast 2024-2029
Chart on Cloud-based - Market size and forecast 2024-2029 ($ million)
Data Table on Cloud-based - Market size and forecast 2024-2029 ($ million)
Chart on Cloud-based - Year-over-year growth 2024-2029 (%)
Data Table on Cloud-based - Year-over-year growth 2024-2029 (%)
9.5 Market opportunity by Deployment
Market opportunity by Deployment ($ million)
Data Table on Market opportunity by Deployment ($ 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 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 (%)
11.4 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 (%)
11.5 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 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 (%)
11.11 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 (%)
11.12 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 (%)
11.13 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 (%)
11.14 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 (%)
11.15 Brazil - Market size and forecast 2024-2029
Chart on Brazil - Market size and forecast 2024-2029 ($ million)
Data Table on Brazil - Market size and forecast 2024-2029 ($ million)
Chart on Brazil - Year-over-year growth 2024-2029 (%)
Data Table on Brazil - Year-over-year growth 2024-2029 (%)
11.16 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 (%)
11.17 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 (%)
11.18 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
14.2 Company ranking index
14.3 Market positioning of companies
Matrix on companies position and classification
14.4 Amazon Web Services Inc.
Amazon Web Services Inc. - Overview
Amazon Web Services Inc. - Product / Service
Amazon Web Services Inc. - Key news
Amazon Web Services Inc. - Key offerings
SWOT
14.5 Apple Inc.
Apple Inc. - Overview
Apple Inc. - Business segments
Apple Inc. - Key news
Apple Inc. - Key offerings
Apple Inc. - Segment focus
SWOT
14.6 Arm Ltd.
Arm Ltd. - Overview
Arm Ltd. - Product / Service
Arm Ltd. - Key offerings
SWOT
14.7 Edgeimpulse, Inc.
Edgeimpulse, Inc. - Overview
Edgeimpulse, Inc. - Product / Service
Edgeimpulse, Inc. - Key offerings
SWOT
14.8 Google Cloud
Google Cloud - Overview
Google Cloud - Product / Service
Google Cloud - Key offerings
SWOT
14.9 Graphcore Ltd.
Graphcore Ltd. - Overview
Graphcore Ltd. - Product / Service
Graphcore Ltd. - Key offerings
SWOT
14.10 Groq Inc.
Groq Inc. - Overview
Groq Inc. - Product / Service
Groq Inc. - Key offerings
SWOT
14.11 Hailo Technologies Ltd
Hailo Technologies Ltd - Overview
Hailo Technologies Ltd - Product / Service
Hailo Technologies Ltd - 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 Meta Platforms Inc.
Meta Platforms Inc. - Overview
Meta Platforms Inc. - Business segments
Meta Platforms Inc. - Key offerings
Meta Platforms Inc. - 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 NVIDIA Corp.
NVIDIA Corp. - Overview
NVIDIA Corp. - Business segments
NVIDIA Corp. - Key news
NVIDIA Corp. - Key offerings
NVIDIA Corp. - Segment focus
SWOT
14.16 Qualcomm Inc.
Qualcomm Inc. - Overview
Qualcomm Inc. - Business segments
Qualcomm Inc. - Key news
Qualcomm Inc. - Key offerings
Qualcomm Inc. - Segment focus
SWOT
14.17 Red Hat Inc.
Red Hat Inc. - Overview
Red Hat Inc. - Product / Service
Red Hat Inc. - Key offerings
SWOT
14.18 SambaNova Systems Inc.
SambaNova Systems Inc. - Overview
SambaNova Systems Inc. - Product / Service
SambaNova Systems Inc. - 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
15.5 Data procurement
15.6 Data validation
15.7 Validation techniques employed for market sizing
Validation techniques employed for market sizing
15.8 Data synthesis
15.9 360 degree market analysis
360 degree market analysis
15.10 List of abbreviations