Skip to content
Tiatra, LLCTiatra, LLC
Tiatra, LLC
Information Technology Solutions for Washington, DC Government Agencies
  • Home
  • About Us
  • Services
    • IT Engineering and Support
    • Software Development
    • Information Assurance and Testing
    • Project and Program Management
  • Clients & Partners
  • Careers
  • News
  • Contact
 
  • Home
  • About Us
  • Services
    • IT Engineering and Support
    • Software Development
    • Information Assurance and Testing
    • Project and Program Management
  • Clients & Partners
  • Careers
  • News
  • Contact

From AI investment to innovation: What it takes to deliver real business impact

As organizations continue to invest heavily in AI, many CIOs are still working to understand how those investments translate into measurable business impact. At the center of that challenge is a shift in how AI is approached, from isolated experimentation to enterprise-wide execution. In this conversation, Jeff Baker, Technology Managed Services Lead at PwC, shares how organizations can move beyond early-stage use cases and begin realizing meaningful outcomes.

custom

Jeff Baker, Technology Managed Services Lead at PwC

CIO.com: Many CIOs are investing in AI but haven’t necessarily seen a return on that investment yet. What does it take to move from investment to actual innovation?

Jeff Baker: A couple of things. I don’t think a lot of our clients are thinking big enough about the impact of AI and some of the possibilities that are out there. One of the things we’re encouraging them to do is move it out of that experimental phase or the back office or cottage industry and really start teaming up with the business directly to find more impactful ways to use the technology that have a business outcome, not just a cool technology showcase.

There are a lot of skunkworks projects out there that look fun but aren’t necessarily hitting the bottom line from an impact standpoint. The more we can team the AI engineers with people inside the business who are asking for the technology, the more you’re going to see meaningful outcomes.

CIO.com: You’ve said that AI requires structural change, not just experimentation. What’s the most important operational shift CIOs should make?

Jeff Baker: I think about AI in two basic categories. There’s what I call citizen-led AI. We’re getting a lot of really cool tools into the hands of people at firms, and they’re doing interesting things with it. They’re organizing their inboxes and creating chat programs that respond to RFPs, and other “day in the life” tasks.

On the other side, there are more durable, agentic-type models that have a lot more business impact but require more investment. That’s where strong teaming between IT and the business is important to define what the outcome should be.

There’s also a lot of sophistication that comes with that. Is it durable? Is it secure? Are you thinking about bias? How are you curating it? Who owns the ongoing management and observability of those agents once they’re deployed?

Security and data management become critical. The agents are only as good as the data they’re based on. In many cases, companies need to clean up their data before these agents can be effective. And finally, this should be collaborative. These agents are not isolated. They’re going to work across the organization with other humans and other agents to help drive outcomes.

CIO.com: You’ve said AI-driven managed services differ from traditional models. How so, and where do CIOs get it wrong?

Jeff Baker: The difference for us, what we call Managed Services 2.0, is that it’s AI-first. It’s focused on business outcomes.

It’s not just about deploying a team to work tickets and hit service levels. It’s about improving business outcomes over time. We’re seeing efficiency gains of about 20% in the first year and up to 50% over five years with clients who allow us to use AI appropriately.

Where it can get tricky is in how these services are purchased. In an RFP process, procurement teams often try to normalize key elements across vendors. But that can flatten the innovation that providers are trying to bring to the table.

CIO.com: Looking ahead 3 to 5 years, what will separate organizations that succeed with AI from those that remain stuck in pilot mode?

Jeff Baker: It comes down to focusing on the business outcomes. What are you trying to achieve with technology, people, and your organization?

And then, in some ways, you have to get out of the way of the agents. They think differently than humans do. I see too many companies trying to treat agentic systems like a traditional business process automation exercise.

Instead, you should focus those agents on outcomes and allow them to operate in the way they’re designed to. That’s where you’re going to see a bigger impact.

To learn more about PwC managed services, click here.


Read More from This Article: From AI investment to innovation: What it takes to deliver real business impact
Source: News

Category: NewsMay 7, 2026
Tags: art

Post navigation

PreviousPrevious post:Beyond prevention: Protecting patient care through cyber recoveryNextNext post:Why modernization is defining the next decade of cloud

Related posts

Beyond prevention: Protecting patient care through cyber recovery
May 7, 2026
Why modernization is defining the next decade of cloud
May 7, 2026
The inference imperative: Why running AI is harder than building it
May 7, 2026
Why a modern data foundation takes more than a new platform
May 7, 2026
Why the future of software is no longer written — it is architected, governed and continuously learned
May 7, 2026
8 tips for becoming a more agile IT leader
May 7, 2026
Recent Posts
  • Beyond prevention: Protecting patient care through cyber recovery
  • From AI investment to innovation: What it takes to deliver real business impact
  • Why modernization is defining the next decade of cloud
  • The inference imperative: Why running AI is harder than building it
  • Why a modern data foundation takes more than a new platform
Recent Comments
    Archives
    • May 2026
    • April 2026
    • March 2026
    • February 2026
    • January 2026
    • December 2025
    • November 2025
    • October 2025
    • September 2025
    • August 2025
    • July 2025
    • June 2025
    • May 2025
    • April 2025
    • March 2025
    • February 2025
    • January 2025
    • December 2024
    • November 2024
    • October 2024
    • September 2024
    • August 2024
    • July 2024
    • June 2024
    • May 2024
    • April 2024
    • March 2024
    • February 2024
    • January 2024
    • December 2023
    • November 2023
    • October 2023
    • September 2023
    • August 2023
    • July 2023
    • June 2023
    • May 2023
    • April 2023
    • March 2023
    • February 2023
    • January 2023
    • December 2022
    • November 2022
    • October 2022
    • September 2022
    • August 2022
    • July 2022
    • June 2022
    • May 2022
    • April 2022
    • March 2022
    • February 2022
    • January 2022
    • December 2021
    • November 2021
    • October 2021
    • September 2021
    • August 2021
    • July 2021
    • June 2021
    • May 2021
    • April 2021
    • March 2021
    • February 2021
    • January 2021
    • December 2020
    • November 2020
    • October 2020
    • September 2020
    • August 2020
    • July 2020
    • June 2020
    • May 2020
    • April 2020
    • January 2020
    • December 2019
    • November 2019
    • October 2019
    • September 2019
    • August 2019
    • July 2019
    • June 2019
    • May 2019
    • April 2019
    • March 2019
    • February 2019
    • January 2019
    • December 2018
    • November 2018
    • October 2018
    • September 2018
    • August 2018
    • July 2018
    • June 2018
    • May 2018
    • April 2018
    • March 2018
    • February 2018
    • January 2018
    • December 2017
    • November 2017
    • October 2017
    • September 2017
    • August 2017
    • July 2017
    • June 2017
    • May 2017
    • April 2017
    • March 2017
    • February 2017
    • January 2017
    Categories
    • News
    Meta
    • Log in
    • Entries feed
    • Comments feed
    • WordPress.org
    Tiatra LLC.

    Tiatra, LLC, based in the Washington, DC metropolitan area, proudly serves federal government agencies, organizations that work with the government and other commercial businesses and organizations. Tiatra specializes in a broad range of information technology (IT) development and management services incorporating solid engineering, attention to client needs, and meeting or exceeding any security parameters required. Our small yet innovative company is structured with a full complement of the necessary technical experts, working with hands-on management, to provide a high level of service and competitive pricing for your systems and engineering requirements.

    Find us on:

    FacebookTwitterLinkedin

    Submitclear

    Tiatra, LLC
    Copyright 2016. All rights reserved.