Highlights•Mathematical models were used to inform the COVID-19 vaccination strategy in Thailand.•The model showed the impact of prioritising high severity or high transmission groups.•The characteristics of the COVID-19 vaccines were uncertain at the time.•Novel methods were used to understand the impact of this uncertainty.•The methods may be useful for future vaccination modelling exercises.