By Mukundan Sivaraj · AIM Media House
Private companies are beginning to adopt AI, but the public record shows that early deployments are narrow and limited in scope. When these companies talk about AI at all, they tend to describe small systems designed to fix specific internal problems rather than broad transformations of how the business operates.
That pattern is visible this week as Cabinetworks Group, a privately held U.S. kitchen cabinet manufacturer, disclosed its first AI initiative . The company said it selected eGain’s AI Knowledge Hub and AI Agent for Contact Center to modernize customer support and knowledge management.
The deployment focuses on replacing fragmented documents, chat logs, and informal job aids with a centralized system. Cabinetworks called the decision a response to operational complexity.
“As we continue to grow and serve more customers, we recognized the need to modernize our approach to knowledge management and customer service,” said Matt Conant , vice president of customer experience and care at Cabinetworks Group.
AI, at the Edges of the Business Across industries, private companies that publicly discuss AI tend to focus on customer support, internal knowledge systems, and employee-facing tools. These deployments are typically described through vendor press releases and case studies, not company-authored strategy updates.
A-dec, a privately held dental equipment manufacturer, is one example. The company has been featured in an eGain manufacturing case study describing its use of AI-driven knowledge management to improve contact center performance and self-service.
The case study emphasizes faster access to information and improved answer consistency, not automation of manufacturing operations. SELCO Community Credit Union, a member-owned financial institution, publicly described its AI deployment in similar terms.
In a vendor announcement, the organization said it selected an AI knowledge hub to centralize internal information and improve employee onboarding and consistency.
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