The Mapping Problem — it's not the AI, it's where you look

Same AI, same tools, same APIs. One makes almost twice the revenue. The difference has nothing to do with technology.

Harvard and INSEAD just proved this in a controlled experiment with 515 startups — randomized, with control group, over three months.

The surprising result: AI doesn't save jobs. It saves capital. The successful startups needed $220,000 less — with 1.9x the revenue. Without hiring more people.

The difference was: They systematically searched for where AI actually creates value. Discovered 44% more use cases — not because they were technically better, but because they looked more broadly.

The study calls this "The Mapping Problem": Companies get stuck with obvious applications and miss the higher-value ones. Each additional use case brought roughly 26% more revenue.

This confirms what's often underestimated in practice: Why some companies achieve measurable results with AI while others don't — with identical technology. It's not the tool. It's knowing where to deploy it.

Study: https://lnkd.in/dTrBTGAe