From AI Experimentation to Business Value: A Leader’s Playbook for AI Transformation

AI experimentation is everywhere. The bigger question for business leaders is what comes next.

How can companies move from testing tools and exploring use cases to creating measurable, scalable business value?

That was the focus of AI Transformation: The Business Leader’s Playbook, the first session in GACC South’s four-part educational webinar series presented in partnership with Mimacom.

Featuring Tim Weinmann, Vice President at Mimacom, and Fabian Kleiser, Vice President of Technology at Mimacom, the session explored how AI is reshaping software development, workforce productivity, and the economics of building new digital solutions.

And the message was clear: AI transformation is no longer primarily about experimenting with technology. It is about redesigning how work gets done.

Key Takeaways for Business Leaders

The session highlighted several important shifts already underway:

• AI is accelerating software development. Teams can build and test solutions significantly faster, with Mimacom seeing 3-5x productivity improvements in engineering.
• Smaller teams can accomplish more. AI agents are increasingly supporting research, development, testing, documentation, and other tasks - changing how software teams are structured.
• Custom applications are becoming more viable. Mimacom has built 15 internal AI applications that save more than 100 hours of operational work each week.
• The starting point should be the business need, not the technology. Organizations should identify where friction exists, prioritize high-value use cases, and measure the resulting impact.
• AI sprawl needs to be managed. More tools and experiments do not automatically create more value. Repeatable processes and clear priorities are becoming increasingly important.

From Experimentation to Impact

Perhaps the most important takeaway was simple: AI initiatives should be evaluated based on the business value they create, not the novelty of the technology.

That could mean reducing repetitive work, improving workforce productivity, accelerating development, or making applications economically viable that previously would not have been worth building.

For business leaders, the opportunity is no longer just to experiment with AI. It is to determine where AI can create meaningful value - and build the processes needed to scale it.

Continue the AI or Bye Series

AI Transformation: The Business Leader’s Playbook was the first session in GACC South’s four-part educational series presented in partnership with Mimacom.

The series continues on September 16 with a session exploring material compliance automation, followed by additional sessions through November 18.

Stay connected with GACC South for upcoming sessions and additional AI insights.