We recommend you talk to a professional advisor as you could use either a company or partnership structure. Partnership is only appropriate for certain situations. These structures are appropriate because you have said:
There will be two or more owners.
You have no immediate plans to sell the business or look for investors.
Running the business is unlikely to involve any large costs or debts.