TrendForce is wrong
"According to TrendForce, the increasing use of QLC SSDs for AI applications is because inference servers primarily perform read operations, and SSDs have a speed advantage here. Enterprise SSDs also consume less power and are generally more compact than hard drives."
Bzzt. Wrong. On a per TB basis, Spinning rust actually uses less power until a tipping point around 65 TB flash media.
I know - I was surprised too! To verify, pick any server vendor that can publish power numbers for a specific config (Dell, Supermicro, and AIC are the ones I have modeled for a large (>10PB) storage platform), and compare an all-flash/NVME config with similar capacity in HDD. For bonus points, use the same number of drives. HDD configs are still lower power draw than SSD, uniformly, and it's actually a significant difference. Tipping point is the 60 TB media coming on line but that has some * interesting * internal architectures that mean it really, really should be thoroughly qualified if the file system addressing it was built for previous generations of flash media. And, sorry to say, QLC ain't all that much faster than a spinning drive if the read patterns tend toward the sequential...