Speaking with 'Sky Sports' ahead of the Premier League clash on Sunday, the forward was asked to compare his old managers Jurgen Klopp and Thomas Tuchel with current boss Arsene Wenger. "They are three coaches that are very different," he replied.
"Klopp was electric. Tuchel was a bit of madness, and Arsene Wenger is someone who is very calm, very composed. So three very different profiles."
Klopp managed Aubameyang at Borussia Dortmund, before he took over at Liverpool, and Tuchel was Klopp's replacement at the German side. Aubameyang stated that he had enjoyed his time under all three coaches.
"With all three of them, so far, everything has gone well," he said. "With Arsene Wenger, it's going well right now. And, I don't really know how to compare them given how they are three very different people, but three big coaches who are proving it right now, be it Klopp at Liverpool or Arsene right now."
"I think that with Tuchel things went well because he understood me," continued Aubameyang. "He used to tell me that he liked my lifestyle. He is someone who had a bit of craziness because he could invent a way of playing during a match - and you ask yourself, is that going to work? And it works."
The striker joined Arsenal in January for a club record-fee, and although he only bagged one goal in his first four games, he has now fully adjusted to life in the Premier League, scoring six and assisting one in his first seven league games.
"It was very difficult for me at the beginning," the striker revealed. "I wasn't at full fitness. I had lost some form, I hadn't played that many games. I just kept working hard and things are going better."
However, despite his international recognition and electric start at Arsenal, Aubameyang, who wears club legend Thierry Henry's number 14 shirt, doesn't want to hear comparisons with the Frenchman just yet.
"Henry is Henry. He is a legend - you cannot compare me to him. I am new," he said. "I have the No 14 and I am proud to have it. I hope one day [to reach Henry's level], why not?"
Arsenal face Newcastle on Sunday, a club that the Gabon international almost joined instead of Borussia Dortmund back in 2013. Although he has always wanted a move to England, it seems clear that he made the right choice.
"It is true that when I was at Saint-Etienne, an offer did come in from Newcastle," he stated. "But I chose to go to Dortmund. I may have said this before, but when I was younger, coming to England was that attractive a prospect for me. I am not sure why, to be totally honest. Dortmund attracted me at that time, they had just got to the Champions League final."