Interestingly, more often than not it happens the other way.

Some once-in-a-generation scientist has an intuition that turns out to be true and mathematically elegant.

It gets proven experimentally years or decades later.

Relativity was exactly like this.

It was far from exactly like that. GR was in part prompted by the precession of the perihelion of mercury for which there was plenty of data.