They are both gambling manga series written by Nobuyuki Fukumoto.
They were both adapted into anime series and live action series/movies.
They both have a single word in the title which is the name that the title character is often called.
In the anime adaptation, both characters are voiced by Masato Hagiwara, and both main bosses of s1 are voiced by Masane Tsukayama (Iwao Washizu, Kazutaka Hyōdō).
Both series have a narrator.
Given such similarities, I am inquiring about the following difference I notice:
Question: Why is Kaiji Itō (伊藤 開司, Itō Kaiji) often referred to with 1st name Kaiji, by the narrator, the title of the show and the characters while Shigeru Akagi (赤木 しげる, Akagi Shigeru) is often referred to with last name Akagi (also by the narrator, the title of the show and the characters)?
Guess: What I have in mind is there's something specific here like, say, age of the characters at the start. But in this case, I think it'd more the reverse:
Akagi is around 13 yo at the start, much younger than the other characters who are dirty cops or yakuza, while
Kaiji is like 20+ yo, around the same age as some characters. And while still much younger than the Teiai goons, Kaiji is still called Kaiji, Kaiji-kun or Kaiji-san by pretty much every character regardless of their age.