AI that actually helps: lessons in keeping it practical

Beyond the noise: how AI is helping teams move faster and think smarter.

Jun 17, 2025

Empathy Lab team

With AI conversations often spinning off into hype and headlines, it’s easy to forget that real progress tends to be quieter.  
 
Recently, we joined the Beyond the AI Hype EPAM event, a gathering of over 50 companies at The Lab in Ghent. Across talks, panels and use cases, the message was clear: AI’s real impact isn’t in headline-grabbing demos, but in the small, smart changes transforming how teams work. 
 
So, what stood out? Here are a few of the ideas and shifts that felt most valuable, and most actionable. 

It doesn’t have to be big, or tech-led, to make a difference  

 

A clear theme throughout the day was how AI is no longer just the domain of specialist teams. The most effective use cases weren’t flashy or complex. They were using AI as a tool to drive purposeful shifts across content, marketing, ops and beyond. Small changes that eased the load and sped things up. 
 
One case showed a 60% reduction in manual workload just by using AI to automate image tagging and metadata entry. Maybe not revolutionary on paper, but deeply impactful in practice. 
 
The message? You don’t need an innovation hub and endless experimentation to get going. All that’s required is a clear view of the repetitive jobs and the everyday stuff that’s holding your teams back. 

We can start making customer journeys smoother, content workflows more manageable, and personalization more relevant.

As our experts agreed in their summary of the day: 
“Just start. Even if it’s small. Especially if it’s small.” 

Structure that frees up creativity 

Another key takeaway: composability isn’t just a tech principle; it’s a creative enabler. Teams that worked in modular ways, with content, platforms and processes, could adapt faster, localize with ease, and scale smarter. One case showed how combining a modular CMS with AI tools supported global output without losing local nuance or editorial control. 
 
Structure and creativity aren’t in conflict. When set up well, one powers the other.

AI that clears the creative bottleneck 

AI-generated product imagery is already replacing traditional pack shots. In one demo, we saw how assets could be created in minutes, matched to campaign tone and even turned into short-form videos. 

It’s not flawless but it’s fast, brand-safe and improving quickly. And it’s not about replacing creative work. It’s about taking the pressure off so teams can focus on the ideas that matter most. 

The point of it all? Less friction, more focus 

The best insight of the day was also the simplest: AI isn’t here just to impress. It’s here to improve. Less time wasted, fewer hold ups, fewer repetitive tasks slowing everyone down. 
 
AI isn’t adding complexity. It’s removing it. So you can get on with the work that really moves things forward. And now is the time. 

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Empathy Lab team
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