We have to investigate to know for sure, but if I had to guess it's probably in the storage engine/disk IO.
When we use a benchmark that doesn't bottleneck on latency (by adding more concurrent clients, or by using noreply) the ops throughput approaches theoretical IOPS throughput of the SSD.