Good idea but unfortunately the Co-op is probably the most expensive supermarket in the UK (unless you include Fortnum and Masons and Harrods).
I think that M&S, Waitrose and the Co-op are the most expensive ones. I have never bought anything form the latter as their prices are so expensive. However, they seem to have a lot of customers.
Cheapest supermarket: slash prices & save money - MSE