Almost everyone who arrives at a cloud-account shop is trying to solve one of two problems, and a startling number of them cannot tell you which.
Problem one: it will not launch
You open the console, you try to start the instance your project was designed around, and it refuses. Not because the code is wrong — because the account is not permitted to run it. Your service quota is a ceiling on how much compute may run at the same time, and a fresh AWS account gets a deliberately small one.
This is a quota problem. Credit will not help you at all. What you need is a higher compute tier — a 32 vCPU account for most people, 64 when several environments compete, 128 for training and analytics at scale.
Problem two: it launches, and the bill is horrifying
Everything works. The instances start, the jobs run, the model trains. And then the invoice arrives and somebody senior wants a meeting.
This is a cost problem, and no amount of quota will touch it. What you need is credit — a usable balance applied to the account, which you draw down instead of paying Amazon from a card.
Why people get it wrong
Because sellers are not incentivised to distinguish them. “Premium account” sounds like it must be better at everything, so a customer with a quota problem buys credit, discovers their instances still will not launch, and concludes the market is a scam. They are not wrong to be angry; they were simply sold the wrong product.
The five-second test
- Does your workload run today? If no → quota problem. Buy compute.
- Does it run, but cost too much? If yes → cost problem. Buy credit.
- Both? Then buy both, and stop pretending one product will do. Heavy AI teams routinely need a high vCPU ceiling and a large credit balance.
The honest third answer
Sometimes neither. If your infrastructure will cost forty dollars a month, you do not have a cost problem worth solving with credit, and a $30 compute account is the whole answer. We say that to customers weekly and lose the larger sale each time — it is still the right call.
Send us your monthly burn and we will tell you which of the three you are, including the one where you buy nothing.
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