After three straight runners-up finishes, Arteta said he believed before the season began that Arsenal could end their title drought, with the London side now six points clear of Manchester City.
Chasing their first league title since 2003-04, Arteta said the squad had stayed united and blocked out the noise surrounding the pressure of the title race, taking things day by day.
"Before pre-season started, we started to prepare everything with the intention to be where we are and make sure the players are convinced we're going to achieve it," Arteta told reporters on Friday.
"Then go day by day, that's it... I don't like comparing (to his previous squads). It's an amazing group and they're doing an incredible job so far.
"We are very excited and privileged to have each other. We are going to enjoy it until the last day of the season."
'Well-coached' Sunderland
But first, Arsenal must navigate what Arteta expects to be a stern test against a Sunderland side that sit eighth in the standings after gaining promotion to the top flight last season.
Regis Le Bris's Sunderland have held Arsenal, City and champions Liverpool to draws this season while also remaining unbeaten at home in 12 matches.
"We do what we have to do. It's going to be a really tough match. They've been in an incredible run all season. We know the complexity of the match," Arteta said ahead of Saturday's home game.
"They are extremely competitive, really well-coached. They have really good individuals and a very clear identity of what they want to do and where they want to take the game, and they're very good at it.
"You can see the results they've had against the top sides, so we know what to expect and we need to deliver that tomorrow."