Fiddler AI stands as the leading unified AI observability platform in late 2025, specializing in monitoring, explaining, and securing ML, LLM, and agentic systems. It provides deep visibility across the full lifecycle with advanced guardrails, root cause analysis, and over 80 metrics—ideal for enterprises building reliable production AI.