GenAI Engineering in the Enterprise and Why It Matters

GenAI Engineering in the Enterprise and Why It Matters


This IDC Perspective discusses the importance of GenAI Engineering in enterprises, highlighting its potential to drive business growth and innovation. It provides an in-depth analysis of the current state of GenAI adoption, the challenges organizations face, and the need for a systematic approach to maximize the value of GenAI implementations. This content also emphasizes the role of data governance, collaboration, and a phased approach in successful GenAI implementations. It concludes with advice for technology buyers on establishing a GenAI Engineering discipline and leveraging data intelligence."Every organization needs to develop a corporate discipline that is charged with bridging strategy and implementation; this discipline must also be charged with consistently applying key patterns and principles to GenAI implementation projects to ensure they deliver sustainable value," said Neil Ward-Dutton, VP AI, Automation and Analytics Europe, IDC. "That discipline is GenAI Engineering."

Please Note: Extended description available upon request.


Executive Snapshot
Situation Overview
Generic Consumer Services Created the GenAI Boom in Enterprises, Too
Enterprise Needs and Values Point Beyond the Generic
GenAI Engineering: A Discipline Every Organization Needs
Introducing GenAI Engineering
GenAI Engineering Integrates Discipline Across Three Domains
GenAI Engineering Shapes Implementation According to Three Governing Factors
GenAI Engineering in the Models Domain: Dealing With a Cambrian Explosion of GenAI Models
The Role of AI Platforms
GenAI Engineering in the Outcomes Domain: Dealing with a Range of Implementation Choices
GenAI Engineering in the Data Domain: Reflecting Data's Value
The Role of Data Governance
Data Value Chains Are Critical for GenAI
GenAI Engineering: A Collaborative Discipline
Key Roles Involved in GenAI Engineering
GenAI Engineering and the Role of a COE
Advice for the Technology Buyer
People and Practice
The Importance of Intelligence
GenAI Engineering and Governance Are Two Sides of the Same Coin
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Synopsis

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