Imagine trying to find a tennis ball in one of a thousand closed drawers. A classical computer opens each one in order. A quantum computer opens all of them at the same time. Or similarly, instead of having to need a hundred keys to open a hundred doors in normal computing, quantum enables you to open all one hundred, with one key, instantly.
These machines will not be for everyone. They will not shrink down into phones or AI glasses or laptops. But the point is that the power of these computers grows exponentially, and everyone is getting in on the act.
I asked Nvidia chief Jensen Huang whether this poses a threat to his model of providing the specialised chips for AI. "No, a quantum processor will be added to a computer in the future," he replied.
And one of the UK's leaders in the field points out what is up for grabs in the quantum world - the eventual power to decrypt almost anything from state secrets to Bitcoin.
"All of cryptocurrency will also have to be re-examined because of the quantum computing threat," Sir Peter says.
A top partner to Nvidia last year said that while Bitcoin had a few years yet, the technology needed to fork to a stronger blockchain by the end of the decade.
Tech industry sources refer to the process of "Harvest Now, Decrypt Later" to describe how state agencies are believed to be saving all of the world's encrypted data at home and abroad with the expectation of future generations being able to access it.