There’s a joke I’ve used more than once over the years:

“The only things that come out of corporate hackathons are features and T-shirts.”

It usually gets a laugh because there’s some truth behind it.

Hackathons create tremendous energy. They bring together talented people from different disciplines, encourage experimentation, and often produce surprisingly polished prototypes in just a couple of days. I’m a believer in hackathons. They are excellent at accomplishing what they were designed to accomplish.

The problem is that many organizations expect them to accomplish something entirely different. They expect them to produce breakthrough innovation. In my experience, they rarely do.

Not because participants lack creativity. Not because the ideas aren’t good enough. And certainly not because the technology isn’t impressive. The real reason is much simpler.

Organizations don’t fail at innovation because they lack ideas. They fail because they manage uncertainty using tools that were designed for certainty.

Hackathons are one of those tools.

The Wrong Optimization

Think about how a typical hackathon works.

Teams have a limited amount of time. At the end, they stand in front of a panel of judges and demonstrate what they built. Naturally, the teams optimize for the judging criteria. They want something that works, something that looks polished, and something that can be explained in five minutes.

That isn’t a flaw in the process. It’s exactly what the format encourages. But now imagine that one team stumbles upon a truly transformative opportunity. Not a new feature. Not a workflow improvement. A genuine new venture. Suddenly the questions become much harder.

Who would own this initiative?

Would senior leadership support it?

How would customers adopt it?

Which business units would need to change?

Would legal approve it?

Could it scale globally?

None of these questions can be answered over a weekend.

So something predictable happens. The team narrows the scope. They strip away the uncertainty until the idea becomes manageable. By the time they present, the ambitious venture has become a feature. It isn’t because the feature is better. It’s because uncertainty doesn’t fit comfortably into a demo.

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There’s a joke I’ve used more than once over the years:

“The only things that come out of corporate hackathons are features and T-shirts.”

It usually gets a laugh because there’s some truth behind it.

Hackathons create tremendous energy. They bring together talented people from different disciplines, encourage experimentation, and often produce surprisingly polished prototypes in just a couple of days. I’m a believer in hackathons. They are excellent at accomplishing what they were designed to accomplish.

The problem is that many organizations expect them to accomplish something entirely different. They expect them to produce breakthrough innovation. In my experience, they rarely do.

Not because participants lack creativity. Not because the ideas aren’t good enough. And certainly not because the technology isn’t impressive. The real reason is much simpler.

Organizations don’t fail at innovation because they lack ideas. They fail because they manage uncertainty using tools that were designed for certainty.

Hackathons are one of those tools.

The Wrong Optimization

Think about how a typical hackathon works.

Teams have a limited amount of time. At the end, they stand in front of a panel of judges and demonstrate what they built. Naturally, the teams optimize for the judging criteria. They want something that works, something that looks polished, and something that can be explained in five minutes.

That isn’t a flaw in the process. It’s exactly what the format encourages. But now imagine that one team stumbles upon a truly transformative opportunity. Not a new feature. Not a workflow improvement. A genuine new venture. Suddenly the questions become much harder.

Who would own this initiative?

Would senior leadership support it?

How would customers adopt it?

Which business units would need to change?

Would legal approve it?

Could it scale globally?

None of these questions can be answered over a weekend.

So something predictable happens. The team narrows the scope. They strip away the uncertainty until the idea becomes manageable. By the time they present, the ambitious venture has become a feature. It isn’t because the feature is better. It’s because uncertainty doesn’t fit comfortably into a demo.

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Why AI Changes the Equation

For years, solving this problem required experienced mentors. A good innovation coach doesn’t just ask whether the prototype works. They ask whether anyone will care. They challenge assumptions, expose hidden risks, and force teams to think beyond the demo. The problem was scale.

One coach could support only a handful of teams. Most participants never received that level of guidance. AI changes this completely. Imagine every team having access to a set of specialized mentors throughout the event. One challenges the value proposition. Another questions organizational fit. Another explores stakeholder alignment. Another helps design experiments that reduce uncertainty instead of simply proving the technology works.

The conversation changes. Instead of spending two days polishing a prototype, teams spend two days developing an investable venture. The prototype is still there. It’s just no longer the entire story.

From Building Solutions to Making Investment Decisions

This is the shift I find most exciting. Traditional hackathons reward teams for building impressive solutions. The next generation of hackathons could reward teams for making compelling investment cases. That’s a profound difference.

Instead of asking, “Who built the coolest demo?” we begin asking, “Which opportunity deserves further investment?”

Those are fundamentally different competitions. One rewards execution. The other rewards entrepreneurial thinking.

A Different Future for Corporate Innovation

I don’t believe hackathons are becoming obsolete. I believe they’re about to become much more valuable.

As AI becomes a trusted mentor rather than simply a coding assistant, hackathons can evolve from feature factories into venture studios. They can help organizations explore opportunities that would previously have been dismissed as too broad, too uncertain, or too ambitious for a weekend event.

That, in my view, is where the real opportunity lies. Not in building better prototypes. But in helping organizations make better investment decisions. Because innovation has never been about generating more ideas.

It’s about learning how to navigate uncertainty.

And perhaps that’s the lesson behind all of this.

Organizations don’t fail at innovation because they lack ideas. They fail because they manage uncertainty using tools that were designed for certainty.

The exciting part is that, for the first time, we have a new set of tools. And they may fundamentally change what corporate innovation can become.

‍

Why AI Changes the Equation

For years, solving this problem required experienced mentors. A good innovation coach doesn’t just ask whether the prototype works. They ask whether anyone will care. They challenge assumptions, expose hidden risks, and force teams to think beyond the demo. The problem was scale.

One coach could support only a handful of teams. Most participants never received that level of guidance. AI changes this completely. Imagine every team having access to a set of specialized mentors throughout the event. One challenges the value proposition. Another questions organizational fit. Another explores stakeholder alignment. Another helps design experiments that reduce uncertainty instead of simply proving the technology works.

The conversation changes. Instead of spending two days polishing a prototype, teams spend two days developing an investable venture. The prototype is still there. It’s just no longer the entire story.

From Building Solutions to Making Investment Decisions

This is the shift I find most exciting. Traditional hackathons reward teams for building impressive solutions. The next generation of hackathons could reward teams for making compelling investment cases. That’s a profound difference.

Instead of asking, “Who built the coolest demo?” we begin asking, “Which opportunity deserves further investment?”

Those are fundamentally different competitions. One rewards execution. The other rewards entrepreneurial thinking.

A Different Future for Corporate Innovation

I don’t believe hackathons are becoming obsolete. I believe they’re about to become much more valuable.

As AI becomes a trusted mentor rather than simply a coding assistant, hackathons can evolve from feature factories into venture studios. They can help organizations explore opportunities that would previously have been dismissed as too broad, too uncertain, or too ambitious for a weekend event.

That, in my view, is where the real opportunity lies. Not in building better prototypes. But in helping organizations make better investment decisions. Because innovation has never been about generating more ideas.

It’s about learning how to navigate uncertainty.

And perhaps that’s the lesson behind all of this.

Organizations don’t fail at innovation because they lack ideas. They fail because they manage uncertainty using tools that were designed for certainty.

The exciting part is that, for the first time, we have a new set of tools. And they may fundamentally change what corporate innovation can become.

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