Artificial Intelligence (AI) in Construction Market Analysis North America, Europe, APAC, Middle East and Africa, South America - US, China, Japan, UK, Germany - Size and Forecast 2024-2028

Published: Nov 2023 Pages: 172 SKU: IRTNTR73748

Artificial Intelligence (AI) in Construction Market 2024-2028 :

The Artificial Intelligence (AI) In The Construction Market size is estimated to grow at a CAGR of 30.65% between between 2023 and 2028. The market size is forecast to increase by USD 4.06 billion. The growth of the market depends on several factors, including the increasing demand for data integration and visual analytics, the reliability of data-guided decisions, and the growth of the global construction market. AI is a combination of hardware and software that develops smart machines that can think and learn like humans. In the construction industry, it helps builders, contractors, architects, and engineers by performing highly repetitive, monotonous, hazardous, and high-productive tasks. AI with decision-making ability allows users to design complex projects and automate day-to-day decision-making tasks, along with improved predictions.

This artificial intelligence (AI) in construction market report extensively covers market segmentation by solution (software, services, and hardware), end-user (large enterprises and small and medium enterprises (SMEs)), and geography (North America, Europe, APAC, Middle East and Africa, and South America). It also includes an in-depth analysis of drivers, trends, and challenges. Furthermore, the report includes historic market data from 2018 - 2022.

What will be the size of the Artificial Intelligence (AI) In Construction Market During the Forecast Period?

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Artificial Intelligence (AI) in Construction Market Overview

Driver

One of the key factors driving artificial intelligence (AI) in construction market growth is the reliability of data-guided decisions.  There has been a rise in the automation of day-to-day processes over the years. In addition, there is a rise in the number of connected devices used by end-user industries and individual users have increased the volume of data generated. As a result, businesses have realized that data can be used to optimize costs, deliver better services, and boost revenues.

Moreover, end-user companies are increasingly capitalizing on data analytics (data generated from construction sites and past projects of companies) to incorporate customer preferences and feedback and market demand and supply trends in the construction planning processes. In addition, data-guided decisions help end-user industries improve their product offerings. Hence, such factors are positively impacting artificial intelligence in construction market. Therefore, it is expected to drive the market growth during the forecast period.

Trends

A key factor shaping artificial intelligence (AI) in construction market growth is the automatic updating and building of projects. One of the difficult tasks for project managers, engineers, and analysts for project portfolio management is to update and build project schedules. As a result, intelligent project portfolio management scheduling tools are integrated into the system to increase the productivity of the project.  Therefore, this will help project managers, engineers, and analysts to do their essential tasks.

Moreover, it can also reference a predefined process library to perform the best possible output for a function. In addition, if there is no preset process output, then the tool will prompt a message to create the missing process. Furthermore, in case a necessary skill is required for a task, AI will reference the process library, and a system check will be performed for the availability of resources required to complete the work. Therefore, it is positively impacting artificial intelligence in construction market. Hence, such factors are driving the market growth during the forecast period.

Restrain

The lack of a skilled workforce for the development of AI algorithms is one of the key challenges hindering the artificial intelligence (AI) in construction market growth. The lack of technical expertise is a major deterrent to the growth of the market. In addition, end-user companies using AI on their construction IT platforms must have a thorough knowledge of the working of AI software platforms and periodically update infrastructure to ensure smooth operations.

Therefore, the lack of technical knowledge often deters end-users from adopting AI in their IT platforms, particularly in developing countries, where end-users are reluctant to learn and adopt new technologies. As a result, it is essential for market players to offer both online and offline training and consultation to ensure that end-users obtain the maximum benefits of AI. Therefore, it is negatively impacting artificial intelligence in construction market. Hence, such factors hinder the market growth during the forecast period.

Artificial Intelligence (AI) in Construction Market Segmentation By Solution

The software segment is estimated to witness significant growth during the forecast period.  Several factors including the rising globalization, growth of IT in the construction industry for decision management, adoption of machine learning platforms, text analytics, robotic process automation, image and video analysis, deep learning, and speech recognition fuel the growth of this segment. In addition, the demand for software-based AI is increasing because of the rise in construction activities and the adoption of advanced technologies (in construction projects) in emerging economies including China, India, Brazil, Indonesia, and Mexico.

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The software segment was the largest segment and was valued at USD 276.54 million in 2018. Moreover, the market players operating in the global AI in the construction market offer software solutions to organizations, which are used in project management, predictive risk management, schedule management, and supply chain management applications. In addition, these solutions use AI risk management software that aids data collection and analysis to derive meaningful business insights and reduce the risk of disaster. Furthermore, AI software facilitates standardization in the construction industry by facilitating and simplifying the management of labor, site occurrences, data collection, information, and material costs. Hence, such factors are fuelling the growth of this segment which in turn will drive the market growth during the forecast period..

Artificial Intelligence (AI) in Construction Market Segmentation By End-user

The numerous advantages offered by AI in the large enterprises segment will increase the market growth. This segment plays an essential role in driving the development and utilization of AI technologies in the construction sector. In addition, the construction industry is home to large enterprises, which are characterized by their expansive scope of operations, substantial resources, and intricate project portfolios. Moreover, these companies often manage multiple construction sites at the same time and manage large-scale projects that necessitate sophisticated technological solutions to maximize productivity, efficiency, and safety.  For example, BAM Ireland, an operational company of the Royal BAM Group, uses AI to increase efficiency and performance in construction processes, which makes them safer, smarter, and more sustainable. Therefore, the utilization of AI by large enterprises in the construction industry will fuel the growth of this segment which in turn drive the market growth during the forecast period.

Regional Overview

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North America is estimated to contribute 32% to the growth of the global market during the forecast period. Technavio’s analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period. The US and Canada are some of the main countries in North America that are contributing to the AI in construction market growth in North America. In addition, in countries such as Mexico, construction management software solutions are adopted in major construction projects including the construction of the Mexico City New International Airport, which fuels the growth of the AI in construction market in the region.

Furthermore, several factors such as global conferences, product launches, and product exhibitions are fuelling the growth of the AI in construction market in North America. In addition, the construction industry in all sectors, including oil and gas, manufacturing, building, and mining, in North America is technologically mature, owing to the early adoption of technologies which is positively impacting the AI in construction market. Hence, such factors are driving the market growth in North America during the forecast period.

In 2020, during the COVID-19 pandemic, the growth of global artificial intelligence (AI) in the construction market witnessed a significant slowdown due to the halt in industrial and construction activities in North America. However, in 2021, the initiation of large-scale vaccination drives lifted the lockdown and travel restrictions, which led to the restoration of industrial and construction activities. Such factors are expected to drive the market during the forecast period.

Artificial Intelligence (AI) In Construction Market Customer Landscape

The artificial intelligence (AI) in construction market report includes the adoption lifecycle of the market, covering from the innovator’s stage to the laggard’s stage. It focuses on adoption rates in different regions based on penetration. Furthermore, the report also includes key purchase criteria and drivers of price sensitivity to help companies evaluate and develop their growth strategies.

Global Artificial Intelligence (AI) in Construction Market Customer Landscape

Who are the Major Artificial Intelligence (AI) in Construction Market Companies?

Companies are implementing various strategies, such as strategic alliances, partnerships, mergers and acquisitions, geographical expansion, and product/service launches, to enhance their presence in the market.

ALICE Technologies: The company offers AI in construction through its Alice software to get optimal resource planning.

Amazon.com Inc: The company offers AI in construction such as connected construction solution, construction project management solution, equipment telematics solution, and many more on the AWS platform.

Autodesk Inc: The company offers AI in construction through its Autodesk construction cloud software that helps to manage data effectively and record higher work safety.

The research report also includes detailed analyses of the competitive landscape of the market and information about 20 market companies, including:

  • Bentley Systems Inc.
  • Customindz Inc.
  • Darktrace Holdings Ltd.
  • Dassault Systemes SE
  • Doxel Inc.
  • eSUB Inc.
  • Intel Corp.
  • International Business Machines Corp.
  • Microsoft Corp.
  • Newmetrix
  • NVIDIA Corp.
  • Oracle Corp.
  • PTC Inc.
  • SAP SE
  • Siemens AG
  • The Access Group
  • TUV SUD AG

Qualitative and quantitative analysis of companies has been conducted to help clients understand the wider business environment as well as the strengths and weaknesses of key market players. Data is qualitatively analyzed to categorize companies as pure play, category-focused, industry-focused, and diversified; it is quantitatively analyzed to categorize companies as dominant, leading, strong, tentative, and weak.

Segment Overview

The artificial intelligence (AI) in construction market report forecasts market growth by revenue at global, regional & country levels and provides an analysis of the latest trends and growth opportunities from 2018 - 2022.

  • Solution Outlook
    • Software
    • Services
    • Hardware
  • End-user Outlook
    • Large enterprises
    • Small and medium enterprises (SMEs)
  • Geography Outlook
    • North America
      • The U.S.
      • Canada
    • Europe
      • The U.K.
      • Germany
      • France
      • Rest of Europe
    • APAC
      • China
      • India
    • South America
      • Chile
      • Argentina
      • Brazil
    • Middle East and Africa
      • Saudi Arabia
      • South Africa
      • Rest of the Middle East & Africa

Artificial Intelligence (AI) In Construction Market Scope

Report Coverage

Details

Page number

172

Base year

2023

Historic period

2018-2022

Forecast period

2024-2028

Growth momentum & CAGR

Accelerate at a CAGR of 30.65%

Market Growth 2024-2028

USD 4.05 billion

Market structure

Fragmented

YoY growth 2023-2024(%)

29.8

Regional analysis

North America, Europe, APAC, Middle East and Africa, and South America

Performing market contribution

North America at 32%

Key countries

US, China, Japan, UK, and Germany

Competitive landscape

 Leading Companies, Market Positioning of Companies, Competitive Strategies, and Industry Risks

Key companies profiled

ALICE Technologies, Amazon.com Inc., Autodesk Inc., Bentley Systems Inc., Customindz Inc., Darktrace Holdings Ltd., Dassault Systemes SE, Doxel Inc., eSUB Inc., Intel Corp., International Business Machines Corp., Microsoft Corp., Newmetrix, NVIDIA Corp., Oracle Corp., PTC Inc., SAP SE, Siemens AG, The Access Group, and TUV SUD AG

Market dynamics

Parent market analysis, Market growth inducers and obstacles, Fast-growing and slow-growing segment analysis, COVID-19 impact and recovery analysis and future consumer dynamics, and Market condition analysis for the forecast period.

Customization purview

If our report has not included the data that you are looking for, you can reach out to our analysts and get segments customized.

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What are the Key Data Covered in this Artificial Intelligence (AI) In Construction Market Research Report?

  • CAGR of the market during the forecast period
  • Detailed information on factors that will drive the growth of the market between 2024 and 2028
  • Precise estimation of the market  size and its contribution to the market in focus on the parent market
  • Accurate predictions about upcoming trends and changes in consumer behavior
  • Growth of the market across North America, Europe, APAC, Middle East and Africa, and South America
  • A thorough analysis of the market’s competitive landscape and detailed information about companies
  • Comprehensive analysis of factors that will challenge the growth of market companies

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1 Executive Summary

  • 1.1 Market overview
    • Exhibit 01: Executive Summary – Chart on Market Overview
    • Exhibit 02: Executive Summary – Data Table on Market Overview
    • Exhibit 03: Executive Summary – Chart on Global Market Characteristics
    • Exhibit 04: Executive Summary – Chart on Market by Geography
    • Exhibit 05: Executive Summary – Chart on Market Segmentation by Solution
    • Exhibit 06: Executive Summary – Chart on Market Segmentation by End-user
    • Exhibit 07: Executive Summary – Chart on Incremental Growth
    • Exhibit 08: Executive Summary – Data Table on Incremental Growth
    • Exhibit 09: Executive Summary – Chart on Vendor Market Positioning

2 Market Landscape

  • 2.1 Market ecosystem
    • Exhibit 10: Parent market
    • Exhibit 11: Market Characteristics

3 Market Sizing

  • 3.1 Market definition
    • Exhibit 12: Offerings of vendors included in the market definition
  • 3.2 Market segment analysis
    • Exhibit 13: Market segments
  • 3.3 Market size 2023
    • 3.4 Market outlook: Forecast for 2023-2028
      • Exhibit 14: Chart on Global - Market size and forecast 2023-2028 ($ million)
      • Exhibit 15: Data Table on Global - Market size and forecast 2023-2028 ($ million)
      • Exhibit 16: Chart on Global Market: Year-over-year growth 2023-2028 (%)
      • Exhibit 17: Data Table on Global Market: Year-over-year growth 2023-2028 (%)

    4 Historic Market Size

    • 4.1 Global artificial intelligence (AI) in construction market 2018 - 2022
      • Exhibit 18: Historic Market Size – Data Table on global artificial intelligence (ai) in construction market 2018 - 2022 ($ million)
    • 4.2 Solution Segment Analysis 2018 - 2022
      • Exhibit 19: Historic Market Size – Solution Segment 2018 - 2022 ($ million)
    • 4.3 End-user Segment Analysis 2018 - 2022
      • Exhibit 20: Historic Market Size – End-user Segment 2018 - 2022 ($ million)
    • 4.4 Geography Segment Analysis 2018 - 2022
      • Exhibit 21: Historic Market Size – Geography Segment 2018 - 2022 ($ million)
    • 4.5 Country Segment Analysis 2018 - 2022
      • Exhibit 22: Historic Market Size – Country Segment 2018 - 2022 ($ million)

    5 Five Forces Analysis

    • 5.1 Five forces summary
      • Exhibit 23: Five forces analysis - Comparison between 2023 and 2028
    • 5.2 Bargaining power of buyers
      • Exhibit 24: Chart on Bargaining power of buyers – Impact of key factors 2023 and 2028
    • 5.3 Bargaining power of suppliers
      • Exhibit 25: Bargaining power of suppliers – Impact of key factors in 2023 and 2028
    • 5.4 Threat of new entrants
      • Exhibit 26: Threat of new entrants – Impact of key factors in 2023 and 2028
    • 5.5 Threat of substitutes
      • Exhibit 27: Threat of substitutes – Impact of key factors in 2023 and 2028
    • 5.6 Threat of rivalry
      • Exhibit 28: Threat of rivalry – Impact of key factors in 2023 and 2028
    • 5.7 Market condition
      • Exhibit 29: Chart on Market condition - Five forces 2023 and 2028

    6 Market Segmentation by Solution

    • 6.1 Market segments
      • Exhibit 30: Chart on Solution - Market share 2023-2028 (%)
      • Exhibit 31: Data Table on Solution - Market share 2023-2028 (%)
    • 6.2 Comparison by Solution
      • Exhibit 32: Chart on Comparison by Solution
      • Exhibit 33: Data Table on Comparison by Solution
    • 6.3 Software - Market size and forecast 2023-2028
      • Exhibit 34: Chart on Software - Market size and forecast 2023-2028 ($ million)
      • Exhibit 35: Data Table on Software - Market size and forecast 2023-2028 ($ million)
      • Exhibit 36: Chart on Software - Year-over-year growth 2023-2028 (%)
      • Exhibit 37: Data Table on Software - Year-over-year growth 2023-2028 (%)
    • 6.4 Services - Market size and forecast 2023-2028
      • Exhibit 38: Chart on Services - Market size and forecast 2023-2028 ($ million)
      • Exhibit 39: Data Table on Services - Market size and forecast 2023-2028 ($ million)
      • Exhibit 40: Chart on Services - Year-over-year growth 2023-2028 (%)
      • Exhibit 41: Data Table on Services - Year-over-year growth 2023-2028 (%)
    • 6.5 Hardware - Market size and forecast 2023-2028
      • Exhibit 42: Chart on Hardware - Market size and forecast 2023-2028 ($ million)
      • Exhibit 43: Data Table on Hardware - Market size and forecast 2023-2028 ($ million)
      • Exhibit 44: Chart on Hardware - Year-over-year growth 2023-2028 (%)
      • Exhibit 45: Data Table on Hardware - Year-over-year growth 2023-2028 (%)
    • 6.6 Market opportunity by Solution
      • Exhibit 46: Market opportunity by Solution ($ million)
      • Exhibit 47: Data Table on Market opportunity by Solution ($ million)

    7 Market Segmentation by End-user

    • 7.1 Market segments
      • Exhibit 48: Chart on End-user - Market share 2023-2028 (%)
      • Exhibit 49: Data Table on End-user - Market share 2023-2028 (%)
    • 7.2 Comparison by End-user
      • Exhibit 50: Chart on Comparison by End-user
      • Exhibit 51: Data Table on Comparison by End-user
    • 7.3 Large enterprises - Market size and forecast 2023-2028
      • Exhibit 52: Chart on Large enterprises - Market size and forecast 2023-2028 ($ million)
      • Exhibit 53: Data Table on Large enterprises - Market size and forecast 2023-2028 ($ million)
      • Exhibit 54: Chart on Large enterprises - Year-over-year growth 2023-2028 (%)
      • Exhibit 55: Data Table on Large enterprises - Year-over-year growth 2023-2028 (%)
    • 7.4 Small and medium enterprises (SMEs) - Market size and forecast 2023-2028
      • Exhibit 56: Chart on Small and medium enterprises (SMEs) - Market size and forecast 2023-2028 ($ million)
      • Exhibit 57: Data Table on Small and medium enterprises (SMEs) - Market size and forecast 2023-2028 ($ million)
      • Exhibit 58: Chart on Small and medium enterprises (SMEs) - Year-over-year growth 2023-2028 (%)
      • Exhibit 59: Data Table on Small and medium enterprises (SMEs) - Year-over-year growth 2023-2028 (%)
    • 7.5 Market opportunity by End-user
      • Exhibit 60: Market opportunity by End-user ($ million)
      • Exhibit 61: Data Table on Market opportunity by End-user ($ million)

    8 Customer Landscape

    • 8.1 Customer landscape overview
      • Exhibit 62: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

    9 Geographic Landscape

    • 9.1 Geographic segmentation
      • Exhibit 63: Chart on Market share by geography 2023-2028 (%)
      • Exhibit 64: Data Table on Market share by geography 2023-2028 (%)
    • 9.2 Geographic comparison
      • Exhibit 65: Chart on Geographic comparison
      • Exhibit 66: Data Table on Geographic comparison
    • 9.3 North America - Market size and forecast 2023-2028
      • Exhibit 67: Chart on North America - Market size and forecast 2023-2028 ($ million)
      • Exhibit 68: Data Table on North America - Market size and forecast 2023-2028 ($ million)
      • Exhibit 69: Chart on North America - Year-over-year growth 2023-2028 (%)
      • Exhibit 70: Data Table on North America - Year-over-year growth 2023-2028 (%)
    • 9.4 Europe - Market size and forecast 2023-2028
      • Exhibit 71: Chart on Europe - Market size and forecast 2023-2028 ($ million)
      • Exhibit 72: Data Table on Europe - Market size and forecast 2023-2028 ($ million)
      • Exhibit 73: Chart on Europe - Year-over-year growth 2023-2028 (%)
      • Exhibit 74: Data Table on Europe - Year-over-year growth 2023-2028 (%)
    • 9.5 APAC - Market size and forecast 2023-2028
      • Exhibit 75: Chart on APAC - Market size and forecast 2023-2028 ($ million)
      • Exhibit 76: Data Table on APAC - Market size and forecast 2023-2028 ($ million)
      • Exhibit 77: Chart on APAC - Year-over-year growth 2023-2028 (%)
      • Exhibit 78: Data Table on APAC - Year-over-year growth 2023-2028 (%)
    • 9.6 Middle East and Africa - Market size and forecast 2023-2028
      • Exhibit 79: Chart on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
      • Exhibit 80: Data Table on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
      • Exhibit 81: Chart on Middle East and Africa - Year-over-year growth 2023-2028 (%)
      • Exhibit 82: Data Table on Middle East and Africa - Year-over-year growth 2023-2028 (%)
    • 9.7 South America - Market size and forecast 2023-2028
      • Exhibit 83: Chart on South America - Market size and forecast 2023-2028 ($ million)
      • Exhibit 84: Data Table on South America - Market size and forecast 2023-2028 ($ million)
      • Exhibit 85: Chart on South America - Year-over-year growth 2023-2028 (%)
      • Exhibit 86: Data Table on South America - Year-over-year growth 2023-2028 (%)
    • 9.8 US - Market size and forecast 2023-2028
      • Exhibit 87: Chart on US - Market size and forecast 2023-2028 ($ million)
      • Exhibit 88: Data Table on US - Market size and forecast 2023-2028 ($ million)
      • Exhibit 89: Chart on US - Year-over-year growth 2023-2028 (%)
      • Exhibit 90: Data Table on US - Year-over-year growth 2023-2028 (%)
    • 9.9 China - Market size and forecast 2023-2028
      • Exhibit 91: Chart on China - Market size and forecast 2023-2028 ($ million)
      • Exhibit 92: Data Table on China - Market size and forecast 2023-2028 ($ million)
      • Exhibit 93: Chart on China - Year-over-year growth 2023-2028 (%)
      • Exhibit 94: Data Table on China - Year-over-year growth 2023-2028 (%)
    • 9.10 UK - Market size and forecast 2023-2028
      • Exhibit 95: Chart on UK - Market size and forecast 2023-2028 ($ million)
      • Exhibit 96: Data Table on UK - Market size and forecast 2023-2028 ($ million)
      • Exhibit 97: Chart on UK - Year-over-year growth 2023-2028 (%)
      • Exhibit 98: Data Table on UK - Year-over-year growth 2023-2028 (%)
    • 9.11 Germany - Market size and forecast 2023-2028
      • Exhibit 99: Chart on Germany - Market size and forecast 2023-2028 ($ million)
      • Exhibit 100: Data Table on Germany - Market size and forecast 2023-2028 ($ million)
      • Exhibit 101: Chart on Germany - Year-over-year growth 2023-2028 (%)
      • Exhibit 102: Data Table on Germany - Year-over-year growth 2023-2028 (%)
    • 9.12 Japan - Market size and forecast 2023-2028
      • Exhibit 103: Chart on Japan - Market size and forecast 2023-2028 ($ million)
      • Exhibit 104: Data Table on Japan - Market size and forecast 2023-2028 ($ million)
      • Exhibit 105: Chart on Japan - Year-over-year growth 2023-2028 (%)
      • Exhibit 106: Data Table on Japan - Year-over-year growth 2023-2028 (%)
    • 9.13 Market opportunity by geography
      • Exhibit 107: Market opportunity by geography ($ million)
      • Exhibit 108: Data Tables on Market opportunity by geography ($ million)

    10 Drivers, Challenges, and Trends

    • 10.1 Market drivers
      • 10.2 Market challenges
        • 10.3 Impact of drivers and challenges
          • Exhibit 109: Impact of drivers and challenges in 2023 and 2028
        • 10.4 Market trends

          11 Vendor Landscape

          • 11.1 Overview
            • 11.2 Vendor landscape
              • Exhibit 110: Overview on Criticality of inputs and Factors of differentiation
            • 11.3 Landscape disruption
              • Exhibit 111: Overview on factors of disruption
            • 11.4 Industry risks
              • Exhibit 112: Impact of key risks on business

            12 Vendor Analysis

            • 12.1 Vendors covered
              • Exhibit 113: Vendors covered
            • 12.2 Market positioning of vendors
              • Exhibit 114: Matrix on vendor position and classification
            • 12.3 ALICE Technologies
              • Exhibit 115: ALICE Technologies - Overview
              • Exhibit 116: ALICE Technologies - Product / Service
              • Exhibit 117: ALICE Technologies - Key offerings
            • 12.4 Amazon.com Inc.
              • Exhibit 118: Amazon.com Inc. - Overview
              • Exhibit 119: Amazon.com Inc. - Business segments
              • Exhibit 120: Amazon.com Inc. - Key news
              • Exhibit 121: Amazon.com Inc. - Key offerings
              • Exhibit 122: Amazon.com Inc. - Segment focus
            • 12.5 Autodesk Inc.
              • Exhibit 123: Autodesk Inc. - Overview
              • Exhibit 124: Autodesk Inc. - Product / Service
              • Exhibit 125: Autodesk Inc. - Key offerings
            • 12.6 Bentley Systems Inc.
              • Exhibit 126: Bentley Systems Inc. - Overview
              • Exhibit 127: Bentley Systems Inc. - Product / Service
              • Exhibit 128: Bentley Systems Inc. - Key news
              • Exhibit 129: Bentley Systems Inc. - Key offerings
            • 12.7 Customindz Inc.
              • Exhibit 130: Customindz Inc. - Overview
              • Exhibit 131: Customindz Inc. - Product / Service
              • Exhibit 132: Customindz Inc. - Key offerings
            • 12.8 Doxel Inc.
              • Exhibit 133: Doxel Inc. - Overview
              • Exhibit 134: Doxel Inc. - Product / Service
              • Exhibit 135: Doxel Inc. - Key offerings
            • 12.9 eSUB Inc.
              • Exhibit 136: eSUB Inc. - Overview
              • Exhibit 137: eSUB Inc. - Product / Service
              • Exhibit 138: eSUB Inc. - Key offerings
            • 12.10 Intel Corp.
              • Exhibit 139: Intel Corp. - Overview
              • Exhibit 140: Intel Corp. - Business segments
              • Exhibit 141: Intel Corp. - Key news
              • Exhibit 142: Intel Corp. - Key offerings
              • Exhibit 143: Intel Corp. - Segment focus
            • 12.11 International Business Machines Corp.
              • Exhibit 144: International Business Machines Corp. - Overview
              • Exhibit 145: International Business Machines Corp. - Business segments
              • Exhibit 146: International Business Machines Corp. - Key news
              • Exhibit 147: International Business Machines Corp. - Key offerings
              • Exhibit 148: International Business Machines Corp. - Segment focus
            • 12.12 Microsoft Corp.
              • Exhibit 149: Microsoft Corp. - Overview
              • Exhibit 150: Microsoft Corp. - Business segments
              • Exhibit 151: Microsoft Corp. - Key news
              • Exhibit 152: Microsoft Corp. - Key offerings
              • Exhibit 153: Microsoft Corp. - Segment focus
            • 12.13 Newmetrix
              • Exhibit 154: Newmetrix - Overview
              • Exhibit 155: Newmetrix - Product / Service
              • Exhibit 156: Newmetrix - Key offerings
            • 12.14 Oracle Corp.
              • Exhibit 157: Oracle Corp. - Overview
              • Exhibit 158: Oracle Corp. - Business segments
              • Exhibit 159: Oracle Corp. - Key news
              • Exhibit 160: Oracle Corp. - Key offerings
              • Exhibit 161: Oracle Corp. - Segment focus
            • 12.15 SAP SE
              • Exhibit 162: SAP SE - Overview
              • Exhibit 163: SAP SE - Business segments
              • Exhibit 164: SAP SE - Key news
              • Exhibit 165: SAP SE - Key offerings
              • Exhibit 166: SAP SE - Segment focus
            • 12.16 Siemens AG
              • Exhibit 167: Siemens AG - Overview
              • Exhibit 168: Siemens AG - Business segments
              • Exhibit 169: Siemens AG - Key news
              • Exhibit 170: Siemens AG - Key offerings
              • Exhibit 171: Siemens AG - Segment focus
            • 12.17 The Access Group
              • Exhibit 172: The Access Group - Overview
              • Exhibit 173: The Access Group - Product / Service
              • Exhibit 174: The Access Group - Key offerings

            13 Appendix

            • 13.1 Scope of the report
              • 13.2 Inclusions and exclusions checklist
                • Exhibit 175: Inclusions checklist
                • Exhibit 176: Exclusions checklist
              • 13.3 Currency conversion rates for US$
                • Exhibit 177: Currency conversion rates for US$
              • 13.4 Research methodology
                • Exhibit 178: Research methodology
                • Exhibit 179: Validation techniques employed for market sizing
                • Exhibit 180: Information sources
              • 13.5 List of abbreviations
                • Exhibit 181: List of abbreviations

              Research Framework

              Technavio presents a detailed picture of the market by way of study, synthesis, and summation of data from multiple sources. The analysts have presented the various facets of the market with a particular focus on identifying the key industry influencers. The data thus presented is comprehensive, reliable, and the result of extensive research, both primary and secondary.

              INFORMATION SOURCES

              Primary sources

              • Manufacturers and suppliers
              • Channel partners
              • Industry experts
              • Strategic decision makers

              Secondary sources

              • Industry journals and periodicals
              • Government data
              • Financial reports of key industry players
              • Historical data
              • Press releases

              DATA ANALYSIS

              Data Synthesis

              • Collation of data
              • Estimation of key figures
              • Analysis of derived insights

              Data Validation

              • Triangulation with data models
              • Reference against proprietary databases
              • Corroboration with industry experts

              REPORT WRITING

              Qualitative

              • Market drivers
              • Market challenges
              • Market trends
              • Five forces analysis

              Quantitative

              • Market size and forecast
              • Market segmentation
              • Geographical insights
              • Competitive landscape

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              Key Questions Answered

              • What are the key global market and the regional market share?
              • What are the revenue-generating key market segments?
              • What are the key factors driving and challenging this market’s growth?
              • Who are the key market vendors and their growth strategies?
              • What are the latest trends influencing the growth of this market?
              • What are the variables influencing the market growth in the primary regions?
              • What are the factors influencing the growth of the parent market?

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