Xtend Data Design, LLC

Operational Information Architecture for the AI Enterprise

Designing enterprise information for governed intelligence and controlled action

AI is moving from Analysis to Operation.
Most organizations are not designed for that shift.

Xtend Data Design helps organizations build the information, translation, accountability, and oversight foundations required for AI-enabled operations.

As AI systems begin to interpret information, generate outputs, support decisions, and execute work, the challenge is no longer just data management or model performance. It is whether those systems can operate in ways that are traceable, controlled, and aligned with enterprise objectives.

The AI shift is not just technology adoption; it is the enterprise adaptation required to manage systems that interpret information and take action.
A Simple Principle

Every AI outcome should be traceable back to the enterprise information that informed it.

As AI systems interpret information and take action, organizations need a visible chain from enterprise information to machine representation, system behavior, and executed action.

Without that chain, AI outcomes become difficult to explain, govern, verify, or correct.

Get the Books

Books are currently available for review and feedback. Please email: [email protected] for a copy.

The Enterprise AI Capability Framework

Helping leaders evaluate capability, responsibility, information requirements, operating structure, system designs, and oversight before assigning work to AI systems.

This Week's Peak
Explore the Framework Sections
new pages coming soon

A sound operating structure for an AI foundation

What is needed to support increasing AI capability

AI Strategy, Value and Adoption

What leaders should know before approving AI systems

Enterprise Oversight for AI Systems

Governance & Verification

AI Intelligence, Systems & Operations

AI system components, risks, and control requirements by capability level.


Xtend Data Design was founded by Stacy Olson to help organizations establish a strong information and operational foundation for responsible innovation.

At its core, every technology investment — from analytics and reporting to digital transformation and AI — depends on well-managed, trusted information.

This site reflects an approach to designing governance and operations structures, processes, and architectures that ensure information remains accurate, accountable, and usable across the enterprise.

Drawing on extensive experience in enterprise technology operations, the focus is on helping executives build the information management foundations required to enable scalable growth, reduce risk, and fully realize the value of modern data and AI initiatives.

Learn More About Stacy Olson
Xtend Data Design

If you’re working through how AI will operate within your organization—and how it should be governed—I’d be glad to connect.

Stacy Olson
Founder & Principal

📧 [email protected]
📍 Denver Metro Area | Remote Consulting Available


© 2026 Stacy Olson. The Corporate AI Evolution Framework™. All rights reserved.

Made with