Choose how the system would be used. The planner translates those choices into a practical hardware tier and explains which decisions create the requirement.
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Turn the estimate into evidence
A real pilot would validate the workload, not merely the specifications.
The result is a conversation starter. File sizes, context length, simultaneous requests, security requirements, and response-time targets still need direct testing.