New ReleaseO'Reilly Report

Beyond Pipelines

The New Data Operating Model for AI at Scale

Most organisations have invested heavily in modern data platforms. Yet when it comes to AI, the results are not matching the expectations. The bottleneck is rarely the technology.

In this O'Reilly Report, Adam Morton argues that enterprises need to move beyond thinking about data purely as pipelines and embrace a new operating model — one that treats data as a living capability, not a delivery mechanism.

Read on O'Reilly →Discuss With Adam

WHAT THE REPORT COVERS

Why pipelines are no longer enough

The limits of pipeline thinking

How treating data as a series of movement tasks has left organisations structurally unprepared for AI — and what needs to change.

The new data operating model

A framework for thinking about data as a living organisational capability: governed, reusable, context-rich, and AI-ready.

From delivery to capability

Why the shift from data-as-delivery to data-as-capability requires changes not just in tooling, but in team structure, ownership, and incentives.

Building for AI at scale

Practical guidance for enterprise leaders on designing the data foundations that allow AI initiatives to move from pilot to production.

ABOUT THE AUTHOR

Adam Morton

Adam Morton is the founder of Versix and a recognised authority on enterprise data architecture and AI enablement. With over 20 years of experience delivering complex data programmes across Australia, the UK, and globally, he advises CIOs, CTOs, and Chief Data Officers on how to close the gap between platform investment and business outcomes.

He is a published O'Reilly author with four titles and writes a newsletter read by over 5,000 enterprise data and technology professionals.

Read the Report →All Publications