Gutiérrez joined Racing Club's youth academy in 2004.[2] Thirteen years later, he made his professional debut with Racing Club in December 2017, having been moved into the first-team early in the month.[1][3] His debut arrived on 2 December in a 2–2 draw with Newell's Old Boys.[1][4] Gutiérrez was loaned to Gimnasia y Esgrima in August 2018.[1] After just one appearance, which came in the Copa Argentina final defeat to Rosario Central, he terminated his loan with the club on 22 January 2019, subsequently leaving Racing Club on loan again days later to Godoy Cruz.[1][5] Thirty total appearances followed.[1]
January 2020 saw Rosario Central complete the loan signing of Gutiérrez.[6] He wouldn't appear in the league for Rosario, but did feature in a Copa de la Superliga defeat to Colón on 16 March.[1]