​AI Release Readiness: How Enterprises Can Scale AI With Trust

Innovation​AI Release Readiness: How Enterprises Can Scale AI With TrustByPrasad Maderamitla,Forbes Councils Member.for Forbes Technology CouncilCOUNCIL POSTExpertise from Forbes Councils members, operated under license. Opinions expressed are those of the author. | Membership (fee-based)May 27, 2026, 08:30am EDTPrasad Naidu Maderamitla, Principal Engineer at Salesforce. gettyFrom my observations, across industries, many organizations are moving from AI experimentation to adoption, exploring how to leverage AI for various purposes, such as improving customer experiences, increasing productivity, automating routine work, personalizing interactions, and making better use of enterprise knowledge. ​AI has the potential to change how products are built, how services are delivered and how people interact with technology. But as organizations shift their AI capabilities from pilots to production environments, there's an important question leaders should address: How do we know when an AI capability is truly ready for release?A working demo is not the same as a production-ready AI experience. In a controlled environment, an AI feature may work seamlessly. But in the real world, that seamlessness won't necessarily translate, because users ask unexpected questions, data changes, business rules evolve, regulations apply and trust is essential. AI release readiness is not about slowing innovation. It is about organizations moving from promising pilots to dependable, scalable and trusted AI experiences.AI Release Readiness Involves More Than TestingWhen people hear “release readiness,” they may think only of testing. Testing is important, but in my experience, AI release readiness is broader—it is a cross-functional discipline that brings together product, engineering, security, legal, compliance, data, operations and customer experience teams.Traditional software release processes usually focus on whether a system works as designed. But for AI systems, additional ques...