The main risk is commercialization proof, not whether Cerence can build automotive AI. It has real product, real
OEM reach, and good software margins, but the 2031 upside depends on turning
xUI and connected wins into contracted recurring revenue before
OEM bargaining power,
hyperscaler bundling, or balance-sheet caution narrow the value layer.