Top 11 ai infrastructure · observability that work with Aws
Arize AI is the highest-ranked provider in the Top 11 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked that integrates with Aws.
Why this answer
Filtered to entries that publicly document a Aws integration. We do not include "API available" as proof of integration — there has to be a named connector or first-class workflow.
Showing all 5 matches. Top 11 publishes whatever the data supports — we don’t pad lists. See the full ranked 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked.
#1Arize AI(rank #2 in 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked)
9/9.4A mature, enterprise-ready platform with deep roots in ML monitoring, excelling at drift and RAG evaluation.
Full Arize AI review · Compare: Arize AI vs Datadog · Alternatives
#2Datadog(rank #3 in 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked)
8.8/9.4A strong, integrated LLM observability solution for companies already committed to the Datadog platform.
#3WhyLabs(rank #5 in 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked)
8.4/9.4A mature, data-first monitoring platform built on the popular open-source whylogs library.
#4New Relic(rank #7 in 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked)
8/9.4A robust, integrated AI monitoring solution for the extensive New Relic enterprise customer base.
#5Fiddler AI(rank #8 in 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked)
7.8/9.4A responsible AI platform with strong explainability, bias detection, and governance features for enterprises.
Methodology: /methodology · No paid placement ever · Verified .