Sustainable AI adoption is not about chasing advanced tools. It is about choosing systems that fit real workflows, prove ROI fast, require minimal upkeep, and do not create vendor hostage situations. This guide explains why most service business AI rollouts collapse within 6–18 months, the four failure modes that cause abandonment, and a practical four pillar framework for adopting AI in ways that compound value while staying low maintenance and exit ready.