The limited company route assumes a small director's salary topped up with dividends — the usual tax-efficient mix. Employer NI and the Employment Allowance are not modelled.
Sole trader: Income Tax + Class 4 NI. Limited company: Corporation Tax (with marginal relief £50k–£250k) then dividend tax. A simplified comparison — your circumstances may differ. Not a substitute for professional advice.