A major South African foundry showed that AI success depends less on algorithms and more on operational culture. Instead of feeding thousands of parameters into AI, the company selected fewer than twenty critical factors and set clear internal standards. By building strict shop‑floor discipline first and treating AI as an extension of these standards, they reduced defects to nearly zero. The case highlights that effective AI requires a strong operational foundation.