Runpod

Runpod is a cloud platform built for developers who need GPU power without the hassle of managing physical infrastructure – think of it as renting serious compute muscle by the second instead of buying and babysitting your own servers. The main draw is flexibility across the whole AI workflow: you can spin up a GPU-backed “Pod” in under a minute to experiment or train models, or push a workload to their Serverless option, which automatically scales from zero to hundreds of workers and back down again, so you’re not paying for GPUs sitting idle.

For anyone new to using Runpod, it’s worth paying attention to how billing works, since pods keep racking up storage charges even when stopped, and it’s easy to burn through credits if you forget an instance is still running. There’s no permanent free plan, but new accounts typically get a small credit on signup to poke around before spending real money, and there are bigger credit grants available through their referral program or a dedicated startup program for early-stage companies.