LLM Observability Platforms
Tracing, cost and quality monitoring purpose-built for LLM and agent calls.
Generic APM tools do not capture prompt/response pairs, token cost or evaluation scores — a dedicated LLM observability layer is now a baseline requirement for any production AI feature.
Sequencing
Enables AI Gateway & Model Routing, FinOps for AI
LLM Observability across other industries
Tracing, cost and quality monitoring purpose-built for model and agent calls.
LLM Observability for Clinical Systems
Tracing, auditing and quality monitoring tailored to clinical AI deployments.
LLM Observability for Financial AI
Tracing, auditing and quality monitoring tailored to regulated financial AI deployments.
LLM Observability for Industrial AI
Tracing, auditing and quality monitoring tailored to industrial AI deployments.
LLM Observability for Commerce AI
Tracing, auditing and quality monitoring tailored to customer-facing commerce AI.
From the Technology & SaaS Emerging Technology & Innovation Radar, Edition 2026.1, published 2026-10-01.
An independent, industry-agnostic radar curated by Shailesh Kumar.