Why plan early on the Graduate route
The Graduate visa is a one-time permission. When it ends you must leave or already hold another visa, so start looking for sponsoring employers well before your expiry date. The length of the Graduate route has been under review by the UK government — check GOV.UK for the period that applies to you.