Field Signals
How far can automation go?

Overview
Since my time at Mujin, I’d wondered how far automation could realistically go. I finally took the time to investigate — mapping where meaningful business opportunities may exist, grounded in data. This is what I found.
Results
Eight fields. Five categories. One question per card: what kind of human work keeps this running? The gap is widest where labor pressure and physical risk are both very high but automation readiness is still low — construction above all. The opportunities sit not in replacing the work, but around the checks, handoffs, and judgments that keep it running.
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