Olivia Rodrigo’s “you seem pretty sad for a girl so in love” sits as the early frontrunner at 44.5% market-implied odds, fueled by its No. 1 debut, strong critical reception, and Rodrigo’s established pattern of major-category contention after prior Album of the Year nods for SOUR and GUTS. Olivia Dean’s “The Art of Loving” (18.3%) follows closely behind, buoyed by her recent Best New Artist win, sustained chart longevity, and soulful pop appeal that resonates with Recording Academy voters. Rosalía’s ambitious “Lux” (14.5%) adds further competition through orchestral innovation and high-profile collaborations. With first-round voting now underway and nominations set for mid-November, the race remains fluid as streaming data, precursor awards, and guild signals shape the final field ahead of the February 7 ceremony.