New Relic’s December 2024 brief emphasizes the need for full-stack AI observability to manage rising complexity, cost, and risk in enterprise AI deployments. AI tech stacks span LLMs, ML libraries, orchestration frameworks, and infrastructure—each requiring monitoring. Without holistic visibility, companies struggle to assess performance, ROI, or quality. The brief urges leaders to adopt solutions that track performance, errors, cost, and model behavior, including hallucination and bias. Flexible, vendor-agnostic observability ensures adaptability amid rapid market shifts. With 42% already using AI monitoring and 51% planning to adopt it, this capability is fast becoming essential.

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