Although you save on venue hire, there are costs for catering, technical production (light, sound), furniture, decoration and possibly sanitary facilities. Expect €50-€150 per person. The big advantage: under the work-related costs scheme (WKR), these costs are tax-exempt at your own workplace.
More cost information in our article on organising an event at your own location.