Reflections from ketteQuest 2026

6 takeaways on how real-time, agent-driven decisioning is reshaping supply chain planning.

If you missed ketteQuest 2026 in Atlanta, you missed two plus days of genuinely thought-provoking discussions, candid customer stories, eye-opening demos, and a clear look at where the world’s supply chains are heading next.

The discussions brought together a unique mix of perspectives from ketteQ customers, partners, prospective customers, the Executive Advisory Board, and ketteQ team members from around the world. It created an environment where ideas were challenged, real-world experiences were shared, and assumptions were tested.

The theme this year was Agents of Possibility, a concept that reflects both the rise of intelligent agents and a broader and more fundamental shift in how companies think about supply chain planning, decision-making, and execution.

I had the opportunity to spend time in those discussions, listening to what’s working, what’s not, and what’s changing faster than most organizations are prepared for.

For those who couldn’t make it, I wanted to share a few of my biggest takeaways, because what came out of ketteQuest 2026 wasn’t just interesting. It was a signal of where the world’s supply chains are going.

Here’s what stood out most.

1. Planning Is No Longer a Function. It’s a Continuous Decision System.

The idea of “running a plan” is quickly becoming outdated.

What we saw across multiple sessions, demos, and customer stories is a shift toward intelligent systems that continuously sense what’s happening, evaluate options, and take the best path forward. These systems are not waiting for a weekly or monthly cycle. They are operating continuously across demand, supply, and execution.

Planning is no longer about producing a single answer. It is about intelligent experimentation and continuously exploring and acting across a range of possibilities in real time.

It is also no longer a standalone activity. It is becoming a connected decision system that directly influences customer commitments, inventory positions, and financial outcomes.

If your process still relies on periodic planning cycles, you are not optimizing. You are reacting.

2. The Agentic Era Is Already Here. And It’s Running in Production.

One of the biggest surprises was not the vision. It was how many companies are already operating this way.

We saw live demos of agent-driven systems:

• Running thousands of scenarios in the background  

• Identifying and prioritizing exceptions  

• Delivering insights before planners even ask the question  

In a demo of Quincy, a ketteQ agent, a planner simply asked for a “morning brief,” and the system immediately surfaced the most critical supply issues, risks, and required actions.

Supply chain agents are no longer experimental; they are operational.

What ketteQuest 2026 made clear is that these are no longer just tools. They are what we call Agents of Possibility, the next generation of systems that expand what planners and organizations can see, evaluate, and execute in real time.

The gap between companies adopting this model and those still relying on manual processes is no longer theoretical. It is measurable and growing.

3. Rip-and-Replace Is Not the Path Forward. Augmentation Is.

For years, supply chain transformation meant replacing legacy systems. That is not what we saw.

The companies making the most progress are taking a different approach. They are building on top of what they already have, harvesting financial value, extending existing investments, and solving problems that legacy systems were never designed to handle.

The Partner in Pet Food example made this clear. Instead of abandoning their legacy planning platform, they augmented it with ketteQ’s PolymatiQ™ agentic AI engine, enabling them to address complex supply planning challenges that had previously been out of reach.

The takeaway is simple. The fastest path to value is not starting over. It is making what you already have smarter.

4. AI Is Not Replacing Planners. But It Is Redefining the Role.

There is still much debate over whether AI will replace planners. That is the wrong question.  What is happening is a shift in the nature of the work.

AI and agents are already handling much of the repetitive, time-consuming work that has historically defined planning. Model selection, scenario generation, and routine exception detection are increasingly automated.

What remains, and becomes more valuable, is judgment, trade-offs, and context. The ability to make decisions that balance service, cost, and risk.

The role is not disappearing. It is being elevated.

At the same time, expectations are increasing. The planner of the future is not just running the plan; they are responsible for governing the system that drives decisions across the business.

5. AI Does Not Create Value. Execution Does.

Every company today is talking about AI. Many have pilots. Few have systems that run the business.

The difference comes down to execution.

We saw what it takes to move from idea to impact:

• Clean, connected data  

• Integration across ERP, CRM, and planning systems  

• Embedded supply chain intelligence  

• End-to-end orchestration from plan to execution  

The ACG story made this very real. A simple question, “When can I get my order?”, exposed a major gap between planning and execution.

By connecting CRM and supply chain in real time, they moved from generic promises to accurate, channel-aware commitments. That shift directly impacts revenue, customer experience, and trust.

AI on its own does not create value. Systems that execute decisions do.

6. This Is an Inflection Point. And the Gap Is Already Forming.

There was a consistent theme across every session.

The companies leaning in now are moving faster. They are scaling without adding headcount. They are improving service levels while managing costs. They are turning their supply chains into a competitive advantage.

We saw this across very different environments. MobilityWorks is using data-driven decision-making to improve pricing and inventory outcomes. Coca-Cola Bottlers Japan is connecting planning with field execution to drive measurable financial value. The Greenery manages highly perishable supply chains through dynamic demand and supply matching.

These are not incremental improvements. They represent fundamentally different operating models.

This is not a slow transition. It is a shift that will separate leaders from followers over the next few years.

The Takeaways from The Takeaways

The question is not whether AI will transform supply chain planning because that is already happening.

The real question is whether you are going to:

• Move now  

• Learn how to operate in this new model  

• Build the capabilities that matter going forward  

Or spend the next few years trying to catch up to those who already have.

Because what we are really seeing is the emergence of a new kind of organization, one powered by what we called at ketteQuest, Agents of Possibility.

Systems that do not just plan, but actively shape it.