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09.01.2026
Buyers typically start edge AI sizing with a TOPS number because it is easy to shortlist. But real edge AI TOPS requirements come from the workload: what model will run, how many cameras feed it, what resolution is required, and how long the system must hold that performance after the enclosure warms up.