What’s cheaper- business insurance based on sales or payroll?

I have 2 quotes for business insurance. One is based on payroll and one is based on sales. Comparitively, our payroll will increase more than our total sales will. The payroll quote is through an admitted carrier, while the sales quote is through a non-admitted, but A rated carrier. How do I decide which will be the cheaper one at the end of the year?