Hi,
Personalisation, generally refers to the personalisation of the search results. So somebody searching for a restaurant in London will receive different results to someone searching in Birmingham.
On top of this, if you are logged into a browser or on your phone, results will continue to differ depending on what you have clicked on before or previously searched for. So for local listings, personalisation tends to be quite an important factor.
Thanks