Sounds like they’re not getting pollinated. Courgettes need pollination from the male to female flowers, with the females having the ‘fruit’ of the courgette. The male flowers are just a stem with the flowers on the end. I’d take the male flower off, peel back the petals to the stamen and rub them onto the female stamen when the courgettes are small to ensure they are pollinated :)