The amount of tax to be saved by running a business via a company depends on the combination of many variables. At the most basic level when you extract company profits via dividend you will save National Insurance contributions (NICs).
A sole trader will pay both Class 2 and Class 4 NICs, a company owner need to pay any NICS. For workings see
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