The primary niche of FPGAs is low latency, determinism and low power consumption. Basically what if you needed an MCU, or many MCUs but the ones in the market don't have enough processing power?

The Versal AI Edge line is very power efficient compared to trying to achieve the same number of FLOPs using a Ryzen based CPU.