# ​The Architecture Of Trust: Why Quality Engineering Must Move Upstream In The AI Era > Source: > Published: 2026-07-08 12:00:00+00:00 # The Architecture Of Trust: Why Quality Engineering Must Move Upstream In The AI Era By Manish Gupta, Forbes Councils MemberSource: [Forbes Innovation](https://www.forbes.com/innovation/)Adoption of AI, data platforms and digital technology is inevitable. The key question is whether organizations can trust what they build. Adoption of AI, data platforms and digital technology is inevitable. The key question is whether organizations can trust what they build. Get AI news in your inbox Daily digest of what matters in AI.