Engineering, architecture, and creative teams often start with consumer-grade builds because the raw specs look impressive on paper and the upfront cost is lower. The problems surface weeks or months later when long rendering jobs throttle, certified applications throw unexpected errors, or a driver update breaks an entire workflow. The gap is not just about core counts or clock speeds. It shows up in driver behavior, thermal headroom under susta