Cloud AI Market

The study comprised four main activities to estimate the cloud AI market size. We conducted significant secondary research to gather data on the market, the competing market, and the parent market. The following stage involved conducting primary research to confirm these conclusions and hypotheses and sizing with industry experts throughout the value chain. The overall market size was evaluated using a blend of top-down and bottom-up approach methodologies. After that, we estimated the market sizes of the various cloud AI market segments using the market breakup and data triangulation techniques.

Secondary Research

We determined the size of companies offering cloud AI based on secondary data from paid and unpaid sources. We also analyzed major companies' product portfolios and rated them based on their performance and quality.

In the secondary research process, various sources were referred to identify and collect information for this study. Secondary sources included annual reports, press releases, and investor presentations of companies; white papers, journals, and certified publications; and articles from recognized authors, directories, and databases. The data was also collected from other secondary sources, such as journals, government websites, blogs, and vendors' websites. Additionally, the spending of various countries on the cloud AI market was extracted from the respective sources. We used secondary research to obtain the critical information related to the industry's value chain and supply chain to identify the key players based on offering, market classification, and segmentation according to components of the major players, industry trends related to components, users, and regions, and the key developments from both market- and technology-oriented perspectives.

Primary Research

In the primary research process, we interviewed various primary sources from the supply and demand sides of the cloud AI market to obtain qualitative and quantitative information. The primary sources from the supply side included industry experts, such as Chief Executive Officers (CEOs), Vice Presidents (VPs), marketing directors, technology and innovation directors, and related key executives from vendors providing offerings, associated service providers, and operating in the targeted countries. All possible parameters that affect the market covered in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to arrive at the final quantitative and qualitative data.

After the complete market engineering process (including calculations for market statistics, market breakup, market size estimations, market forecasting, and data triangulation), we conducted extensive primary research to gather information and verify and validate the critical numbers arrived at. The primary research also helped identify and validate the segmentation, industry trends, key players, competitive landscape, and market dynamics, such as drivers, restraints, opportunities, challenges, and key strategies. In the complete market engineering process, the bottom-up approach and several data triangulation methods were extensively used to perform market estimation and market forecasting for the overall market segments and subsegments listed in this report. We conducted an extensive qualitative and quantitative analysis of the complete market engineering process to list the key information/insights throughout the report.

Note 1: Tier 1 companies have revenues greater than USD 10 billion; tier 2 companies' revenues range
between USD 1 and 10 billion; and tier 3 companies' revenues range between USD 500 million and 1 billion
Note 2: Others include sales, marketing, and product managers.
Source: Secondary Literature, Interviews with Experts, and MarketsandMarkets Analysis

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Market Size Estimation

The cloud AI market and related submarkets were estimated and forecasted using top-down and bottom-up methodologies. We used the bottom-up method to determine the market's overall size, using the revenues and product offerings of the major market players. This research ascertained and validated the precise value of the total parent market size through data triangulation techniques and primary interview validation. Next, using percentage splits of the market segments, we utilized the overall market size in the top-down approach to estimate the size of other individual markets.

The research methodology used to estimate the market size included the following:

• We used primary and secondary research to determine the revenue contributions of the major market participants in each country after secondary research helped identify them.
• Throughout the process, we obtained critical insights by conducting in-depth interviews with industry professionals, including directors, CEOs, VPs, and marketing executives, and by reading the annual and financial reports of the top firms in the market.
• We used primary sources to verify all percentage splits and breakups, which we calculated using secondary sources.

Cloud AI Market : Top-Down and Bottom-Up Approach

Data Triangulation

Once the overall market size was determined, we divided the market into segments and subsegments using the previously described market size estimation procedures. When required, market breakdown and data triangulation procedures were employed to complete the market engineering process and specify the exact figures for every market segment and subsegment. The data was triangulated by examining several variables and patterns from government entities' supply and demand sides.