PCIe splitters for more GPUs

Does anyone have any experience using PCIe splitters to increase the number of GPUs per motherboard? I am thinking to use a Z270a mobo with 12 GPUs rather than 8 by putting PCI splitters in. I wondered if this is likely to cause system instability or if there are any other pitfalls to doing this?