Gavin McLeod, Emotive CCO: AI is Dismantling the Creative Apprenticeship

The rise of AI in creative work is thrilling. It is also quietly dismantling one of the most important training systems this industry has ever had: apprenticeship.

For decades, creative people learned their craft through proximity to specialists who were better than they were. Not formal apprenticeships with certificates and clipboards, but the practical kind. You made something, handed it to someone with deeper expertise, and watched them turn it into something far stronger.

Now we have tools that let us do much of that work ourselves. Which is powerful. But it raises a question I keep coming back to.

If specialist craft becomes optional, what happens to the apprenticeship?

Earlier this week, the creative team at Emotive made a “finished-looking” film clip in minutes to bring an idea to life. It was almost good enough to go to air.

It’s not the first one we’ve made, and it won’t be the last. But the quality jump each time is getting harder to wave away as a party trick. It felt thrilling and slightly unsettling at the same time. Like someone quietly moved the goalposts while we were still high-fiving.

Because we’re not just doing the job faster anymore. We’re doing a slightly different job in the same chair.

When I started out, the deal was fairly clear. As an art director, you came up with ideas and built presentations that made those ideas feel real enough to buy. You comped, mocked things up, chose type, and nudged layouts into place so clients could imagine what the final thing might look like.

Then, when the project moved from deck to reality, you handed it over to the craft.

And by craft, I mean the specialists. The technicians. The artisans. Photographers, illustrators, directors, editors, colourists, retouchers, animators, sound designers, production designers. People who had spent years developing their eye, their taste, their technique. People who could do things you simply could not.

More importantly, people who made your idea better.

Working with them was one of the most exciting parts of the job. You learned craft simply by being near it.

You watched how they solved problems. You heard them say, quietly, “This is fine… but it could be better, and here’s why.” You began to notice the difference between something that merely looked good and something that genuinely brought the idea to life.

Over time, you absorbed their standards. Their patience. Their obsession with details most people would never notice. You absorbed craft through proximity.

Now we have tools that would have felt like magic five minutes ago. MidJourney. Runway. ChatGPT. ElevenLabs. Kling’s latest wizardry.

The practical impact is obvious. Our ability to make things has accelerated dramatically. We can sketch an idea in the morning and have something that looks suspiciously like the finished thing by lunchtime.

It is empowering. It is exciting. It is also, if I’m honest, a bit addictive.

And it changes what “creative” even means. Because we are no longer just coming up with ideas. Increasingly, we are becoming creators in the literal sense. We can generate images, voices, films, layouts, scripts and animations. Outputs that used to require a small village of specialists.

That is the thrill. But it also comes with a risk.

Because the old system, for all its flaws, forced you into contact with mastery. You made a thing, handed it to someone better than you, and watched them improve it. They made it sing. You paid attention, stole their thinking respectfully, and called it growth.

Now the loop can be private.

Just you and the prompt box. No raised eyebrow. No quiet moment where someone says, “Yeah, but why that?” No one pushing the work past “fine”.

To be clear, there is absolutely craft involved in using these tools well. Anyone who has tried to get a specific result out of a model quickly learns the difference between typing a wish and directing a process.

Taste matters. Clarity matters. Knowing when to stop matters. You also learn quite quickly that more options does not automatically mean better outcomes. In many ways it becomes a new form of art direction. But it is also a new kind of isolation.

Because when the process becomes self-contained, the feedback loop shrinks. You pull references from the internet, remix styles, generate variations of variations, and slowly get very good at producing things that look a lot like the references you started with.

And you can do all of that without necessarily becoming more knowledgeable. Or more original.

There is a difference between making lots of things and becoming someone with judgement. AI makes it easier than ever to hide weak thinking behind strong aesthetics. That is not the tools being evil. It is simply the new risk. Which raises a bigger question for our industry.

If apprenticeship used to happen naturally through production, how do we recreate that learning now?

I do not have a neat answer. But I do have a few instincts. One is that we may need to rebuild apprenticeship deliberately. If production becomes cheaper, perhaps some of that saving should go into bringing specialists into the process earlier. Not just to execute the work, but to critique it. To teach. To point out the things the team cannot yet see. Not “can you polish this”. More, “can you sit with us for an hour and tell us what we’re missing?”

Another instinct is to make craft visible again inside teams. Not prompt swapping, but thinking swapping. Why a shot works. Why a cut works. Why a layout feels expensive. Why a piece of typography suddenly elevates an idea. The fundamentals. The things you only start noticing after you have spent years noticing them.

Because AI can generate outputs all day. But it cannot decide what is worth making. It cannot understand what matters to a person on the other side of the screen. It cannot choose with intention, or say that something is technically impressive but emotionally empty and should be tried again.

That still requires a human with taste and a point of view. This is where things become interesting.

We are moving from being people who mainly made ideas to people who can make almost anything. Which sounds like freedom, and in many ways it is. But without craft, freedom simply creates more stuff. Not better stuff.

It reminds me of the line from ‘Jurassic Park’ where Dr Ian Malcolm says, “Your scientists were so preoccupied with whether they could, they didn’t stop to think if they should.”

I am genuinely excited by this world. It feels like the beginning of a new era where small teams can do wild things.

It still feels a bit magical that our team made a finished-looking film clip in minutes. But I’m also aware of what we could lose if we’re not careful. The human, hard-won learning that once made this industry feel like a continuous education.

And in a world where everyone now has the stage and the tools to earn attention, the spotlight will favour ideas that make you feel something.

Which is why my belief is simple. In a world where anyone can generate, craft becomes the advantage.