Consider the following scenario in the UK?

* I'll pick up 1-3 people unknown to me beforehand with my privately owned and privately insured vehicle
* I'll drive them around the city for an agreed amount of time and drop them off at the exact point I picked them up
* They will pay me an amount of money agreed to before the trip

Is this a taxi service? Do I need a commercial/taxi licence?