At our retail industry thought leader’s dinner on May 5 in Alpharetta GA, one theme quickly rose above the rest: while headlines continue to promise that AI will revolutionize retail overnight, the leaders responsible for delivering that transformation know the real story is far more complicated. For mid-sized retailers especially, the opportunity is real—but so are the operational and organizational barriers that can keep AI initiatives from translating into measurable business value.

The framing for the dinner centered on the "iceberg" beneath the surface of AI ambition. Above the water line are the visible promises: smarter personalization, faster decision-making, more efficient operations, and stronger margins. Below the surface are the issues that leaders wrestle with every day—and two stood out as especially critical in the discussion: data accessibility and the willingness of employees to change. Alongside disconnected systems, fragmented workflows, unclear ownership, and legacy processes, these challenges create operational friction that slows execution and sinks ROI.

Key Themes from the Conversation

First, the conversation made clear that retail has entered a new phase of AI adoption: less experimentation for its own sake, more pressure to prove outcomes. Recent industry commentary has echoed this shift, noting that retail leaders are moving beyond hype toward practical execution, with data readiness, governance, and workflow integration now determining whether AI can deliver real value.

Second, middle market retailers often feel this iceberg effect more acutely than their larger peers. They are expected to modernize quickly, compete with larger enterprises on customer experience, and make sharper investment decisions with less margin for error. In that environment, one of the biggest obstacles is simply making data accessible across the organization. When teams cannot easily access trusted, connected data, even the strongest AI use cases struggle to gain traction or demonstrate measurable impact.

Third, the conversation reinforced that the barriers are rarely about the promise of AI itself. Just as important as technology is whether the organization is ready to work differently. Even when new tools are introduced, value is limited if employees are hesitant to adopt new processes, do not trust the outputs, or are not equipped to change established ways of working. To truly harness the value of AI, leaders must address both sides of the equation: the accessibility of data and the willingness of the organization to change.

Lastly, there was a takeaway that in today’s automated marketing environments, retail leaders are turning to in person “analog” connections to build trusted partnerships. The group shared some key events that are coming up that will be excellent opportunities to network further and hear how various leaders are navigating the AI journey.

What This Means for Middle Market Leaders

For middle market leaders, the takeaway is not to slow down on AI. It is to approach AI transformation with greater precision. That means prioritizing specific use cases tied to measurable business outcomes, improving access to trusted data, and investing in the change management required to help employees adopt new ways of working. In many cases, the fastest path to ROI is not launching more pilots—it is removing the barriers that keep people from using AI effectively and ensuring the business has the data foundation to support it.

That was the real value of the May 5 dinner conversation. It moved past the surface-level excitement surrounding AI and focused instead on the harder, more important leadership questions: What is getting in the way of progress? Where is friction hiding inside the organization? And how do retail leaders build the operational foundations required to turn AI from a promising idea into a repeatable source of value? For middle market retailers, the winners will not be the ones who chase every headline. They will be the ones who can see below the water line—and act accordingly. Lastly we built stronger connections to fellow travelers and even learned about our personal interests outside of work while sharing a fantastic meal. At Sciata, we look forward to hosting more dinners in additional locations in the months to come.

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