North America Knowledge Graph Market (2026-2031)

RESEARCH METHODOLOGY

This research study involved the extensive use of secondary sources, directories, and databases, such as Dun & Bradstreet (D&B), Hoovers, and Bloomberg BusinessWeek, to identify and collect information useful for a technical, market-oriented, and commercial study of the Knowledge graph market. The primary sources have been mainly industry experts from the core and related industries and preferred suppliers, manufacturers, distributors, service providers, technology developers, alliances, and organizations related to all segments of the value chain of this market. In-depth interviews have been conducted with various primary respondents, including key industry participants, subject matter experts, C-level executives of key market players, and industry consultants, to obtain and verify critical qualitative and quantitative information.

Secondary Research

The market for companies offering knowledge graph solutions and services to different end users has been estimated and projected based on the secondary data made available through paid and unpaid sources, and by analyzing their product portfolios in the ecosystem of the knowledge graph market. In the secondary research process, various sources such as JAX Magazine, International Journal of Electrical and Computer Engineering (IJECE), and Frontiers have been referred to for identifying and collecting information for this study on the Knowledge graph market. The secondary sources included annual reports, press releases, investor presentations of companies, white papers, journals, certified publications, and articles by recognized authors, directories, and databases. Secondary research has been mainly used to obtain essential information about the supply chain of the market, the total pool of key players, market classification, segmentation according to industry trends to the bottommost level, regional markets, and key developments from both market- and technology-oriented perspectives that primary sources have further validated.

Primary Research

In the primary research process, various primary sources from both the supply and demand sides were interviewed to obtain qualitative and quantitative information on the market. The primary sources from the supply side included various industry experts, including Chief Experience Officers (CXOs); Vice Presidents (VPs); directors from business development, marketing, and product development/innovation teams; related critical executives from Knowledge graph service vendors, system Integrators, professional service providers, and industry associations; and key opinion leaders. Primary interviews were conducted to gather insights, such as market statistics, revenue data collected from services, market breakups, market size estimations, market forecasts, and data triangulation. Primary research also helped in understanding various trends related to technologies, applications, deployments, and regions. Stakeholders from the demand side, such as Chief Information Officers (CIOs), Chief Technology Officers (CTOs), Chief Strategy Officers (CSOs), and end users using knowledge graph services, were interviewed to understand the buyer’s perspective on suppliers, products, service providers, and their current usage of Knowledge graph services, which would impact the overall knowledge graph market.

BREAKDOWN OF PRIMARIES

Note: Others include sales managers, marketing managers, and product managers.

To know about the assumptions considered for the study, download the pdf brochure