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Long Lake argues that acquiring established mission-critical service businesses is a unique way to deploy AI, bypassing enterprise adoption barriers and capturing value through trust, expert knowledge, proprietary data, and aligned incentives. Backed by $7.5B, the firm has partnered with 40 businesses to turn automation into measurable operating gains.