How is optimization different from a price alert or forecast?
A price alert fires when the market crosses your threshold. A forecast projects where prices are heading. The GPU Budget Optimizer is one-shot: hand it a monthly budget and a workload, and it returns the cheapest-fit provider configuration — provider, GPU model, $/hr rate, monthly cost, and exact GPU count you can afford — ranked against your specific constraints.
Do I need to commit to that provider after I get the result?
No. The optimizer is a one-time $19 purchase that returns ranked configuration options to your inbox. Move forward only if the recommendation beats your current setup — there is no lock-in, no follow-up charge, no obligation to provision via the recommended provider.
What if my workload does not fit a standard pattern?
The analyzer covers training, inference, fine-tuning, and batch processing, and accepts an urgency window so the recommendation can weight price vs. availability for each tier. If your workload falls outside those four patterns, the email will include a risk flag noting the lower confidence band — and you can re-run the optimizer with a different workload label for $19 more.