She is the secondary antagonist and overall Bigger Bad of the movie. She is the queen of Hala and the ruler of the Kree. Her name is indicative of the fact that she's the smartest Kree alive, being more intelligent than the greatest Kree scientists and the greatest Kree strategists.
Before making an on-screen appearance in Captain Marvel, Supreme Intelligence was mentioned in Guardians of the Galaxy. The events of Captain Marvel have humbled her to some extent, even if she's not fully reformed, as she signed a peace treaty with Xandar. Ronan rejecting this peace treaty is what kicks off the events of the movie, and ultimately leads to the formation of the titular Guardians of the Galaxy.