This is a trend we noticed early last year, so we started building a single console for all these clouds at https://shadeform.ai.
It has been amazing to watch this industry explode, and we believe it is great for consumers. The same instances on Amazon versus these alternative providers are 3x more expensive.
NVIDIA and many hardware providers are leaning into this trend. As clouds become more and more vertically integrated, AMD, NVIDIA, and others will benefit from spreading their hardware to more clouds.
Knowing that these models will not be running in 3 easily controlled clouds may also benefit us in the long run as each provider will have different levels of comfort with models of varying capabilities.
If you’re looking for a new GPU cloud because of this, we’ve put all these providers in on place, console, and API so you can find a new one for your needs at https://shadeform.ai
Feel free to email at ed at shadeform dot ai