Most AI strategies today are pointed in the wrong direction. I see it across every industry we work in: leaders picking platforms and partnerships before asking what the technology is actually supposed to deliver – and for whom.

As CEO of Drake International, a talent solutions and workforce advisory firm, here’s what I tell clients: You don’t need all the answers about AI, but you do need to know where to begin. And it isn’t with the tech.

It’s with your customer. Flip the sequence. Start with the outcome. Then design the work – and the workforce – to deliver it.

Consider NASA’s Artemis II mission of sending humans around the moon after 50 years. This was one of the most advanced technology programs in the world, yet its success did not start with technology. It started with clarity on the mission: what had to be achieved, under what conditions and what outcomes mattered most. Everything else – systems, tools and talent – followed.

Without that clarity, even the most advanced technology won’t deliver the outcome you expect.

Start with your customer, then define the work

Start with your customer – more importantly, your customer’s customer. That’s where expectations are changing fastest, driven by what AI now makes possible.

As expectations shift, your value proposition shifts with them. What made you successful in the past may no longer differentiate you in the future. You risk optimizing a model that no longer creates real value.

Then ask yourself the question that matters most: What are the jobs to be done that drive unique value to your customers?

This isn’t about job titles or organizational charts. It’s about understanding the progress your customers are trying to make and what they are ‘hiring’ your organization to do.

From there, work measurement, workforce analytics and market insight give you an evidence-based view of how work actually gets done; that is, where time is spent, where value is created and where gaps exist.

A common mistake is assuming work hasn’t changed. It has. Talent intelligence uses AI to bring those signals together, showing how work needs to evolve – and where you need to invest, redeploy or rethink capability.

This is the moment Peter Drucker anticipated when he said, “The best way to predict the future is to create it.”

The leaders who will shape it won’t be the ones reacting fastest to technology. They will be the ones willing to redefine work and redesign their workforce around where customer value is going.

Design the workforce based on the work

Consider the extreme: Sam Altman has suggested that billion-dollar companies could one day be run with minimal teams. The point is not whether that happens, but what it forces you to consider. If you were building your company today, what would you keep and what would you redesign?

The best companies have always done this. Apple and Nike win through design, brand and customer connection, not manufacturing. They ruthlessly protect what differentiates them and rethink everything else.

Apply this same principle to your situation. What is truly core to your business and what can be automated, augmented or accessed differently?

By answering that honestly, your workforce decisions come into clear focus. The mix of human and technology, onshore and offshore, permanent and flexible talent isn’t a trade-off – it’s a design choice grounded in the work.

The decisions are hard – who to keep, who to retrain and what to build or access differently – but they shouldn’t be reduced to a headcount exercise. They are strategic choices about where you will compete and how you will win.

Why the right partner matters

At Drake International, we’ve spent 75 years helping organizations navigate moments like this, where technology shifts faster than operating models can adapt.

We consistently see organizations struggle when they rush to solutions before understanding the work itself. Where others begin with technology, we begin with the work – bringing discipline to how it is defined, measured and understood.

We help you build a clear view of how value is created today, how it needs to evolve and where to invest, redesign or access capability differently. And we don’t stop at strategy. Our global network of specialists steps in to sustain critical capability while your redesign takes hold.

This is not about scale or speed. It’s about the quality of the decisions you make about work and the workforce required to deliver it.

In this era of permanent disruption, technology will shape what comes next. But your ability to understand the jobs to be done – and design your workforce around them – will determine whether you adapt successfully.

So start at the end. Understand your future customer. Work backward to define the work that will matter. Then design the hybrid workforce system that can deliver it.

In the age of AI, advantage doesn’t come from reacting faster. It comes from understanding the work – and making the hard choices to redesign it.