My wife and I stayed in one of the Studios for two nights just this month. The proprietor , Juan, was incredibly welcoming and friendly. The ability to speak basic Spanish is a plus as Juan speaks very limited English. The unit we occupied was very clean, safe, and comfortable. The kitchen was well equipped which saved many Euros as we were able to shop at the nearby Corte Ingles which has a full grocery division in the basement. The bedding was more than adequate and beat out other "name brand hotels" we have stayed at in the area where the cost tripled that of this apartment. There is no front desk (this is an apartment, not a hotel) but Juan is easily reachable by cell phone (I only had to use his cell when we landed at Barajas to arrange for key pickup, I had no need to call him during our stay)
I have to agree that there may be a brothel nearby but it is not in very close proximity and my wife and I were not bothered by it. Remember that you are in a city and Madird has become culturally modern, for better or worse. I also have to think that the individual who noted prostitution perhaps had newlyweds or young lovers nearby instead (especially on the weekends).
