Most companies think buying an AI tool is the hard part, but the real challenge is building the scaffolding that makes it useful. At Tilt, adoption only worked once engineers invested in documentation, rules, and workflows that embedded AI into daily practice. This post explores how that infrastructure was built, why it matters, and what other teams can learn from it.