Insights · Product Discovery
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Forward-deployed engineering, where PMs and engineers work directly on-site, is essential for discovering the specific, nuanced problems of physical operations.
Impact: On-site presence ensures that AI solutions are tailored to real-world constraints, leading to higher utility and lower churn in industrial sectors.
— from Selling Trust in Physical AI Product Strategy · Product Momentum Podcast· Sep 15, 2026