Why AI Gateways Are Becoming A Critical Layer In Enterprise AI Platforms

InnovationWhy AI Gateways Are Becoming A Critical Layer In Enterprise AI PlatformsByRavi Tummalapenta,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 12, 2026, 07:30am EDTRavi Tummalapenta, Executive Director at JPMorgan Chase, focused on enterprise AI platforms & Engineering and agentic system infrastructure. gettyAcross industries, organizations are embedding large language models into internal platforms, operational workflows and customer-facing applications. But as adoption accelerates, one challenge is becoming increasingly visible: reliability.As AI moves from experimentation into mission-critical infrastructure, the architectural decisions made today will determine whether enterprise deployments are reliable at scale or fragile under load.Many early AI implementations connect applications directly to model provider APIs. This works well for prototypes. Production environments, however, introduce operational realities that are consistently underestimated—rate limits, service interruptions, unstable streaming responses and unpredictable latency.As organizations move toward agentic systems, where AI agents orchestrate tasks across enterprise data, tools and services, the consequences of these failures become more severe. A failed request in a standard AI application returns a bad answer. In an agentic workflow, it may take the wrong action.Reliable AI systems must behave like any other mission-critical infrastructure: predictable, resilient and observable.The Infrastructure GapThis raises an important architectural question for enterprise technology leaders: What infrastructure layer is required to make AI systems reliable at scale?One pattern in enterprise AI platforms is the introduction of an AI gateway layer between applications and model providers. Similar to traditional API gateways, this layer manages...