Tom päätti perustaa yrityksen.

English Translation

Tom decided to set up a business.

In my opinion it is best to avoid the word ‘start’ here because there are already a handful of words with that meaning. A better translation is ‘set up’.

https://en.wiktionary.org/wiki/perustaa