Beyond pipelines : the new data operating model for AI at scale / Adam Morton.

Format:

Book

Author/Creator:

Morton, Adam, author.

Language:

English

Subjects (All):

Artificial intelligence--Business applications.

Artificial intelligence.

Technological innovations--Management.

Technological innovations.

Physical Description:

1 online resource (46 pages)

Edition:

[First edition].

Place of Publication:

Santa Rosa, CA : O'Reilly Media, Inc., [2026]

Summary:

As enterprises push AI from pilots into production, many discover that fragmented data architectures introduce hidden costs. Disconnected systems, siloed teams, and reactive governance degrade AI performance and erode trust, agility, and innovation. This report examines why addressing fragmentation is a strategic imperative for organizations seeking to scale AI responsibly and effectively. In Beyond Pipelines , you'll explore how fragmented environments create risks, slow adoption, and block transformation--and why a unified, AI-ready data foundation is essential for delivering real business value. The report also looks at the organizational shift required to support agentic AI, showing how cross-functional teams, coordination models, and governance frameworks can evolve from compliance roadblocks into enablers of autonomy. By reframing governance as trust infrastructure and creating high-trust, cross-functional environments, organizations can build the foundations required to scale AI with confidence. Understand how fragmented data environments undermine AI performance, agility, and trust Identify the defining features of an AI-ready unified data foundation Recognize the organizational shift from siloed ownership to cross-functional collaboration Reframe governance as a strategic enabler of autonomy and trust.

Notes:

OCLC-licensed vendor bibliographic record.

OCLC:

1586814890