What price to charge coffee shops, ckae shops for supplying cakes/cupcakes

Hye there, I’m thinking about providing cupcakes and large cakes to coffee shops etc but have no idea how to price them. Individually I charge £2 per cupcake to my retail customers and I understand that I would have tp cut this price substantially but what should I charge. I live in London? Thanks x