AI observability tools record and analyze the requests flowing to AI models so teams can track cost, latency, errors, and usage. This guide compares Bifrost, Datadog LLM Observability, Dynatrace, Cloudflare AI Gateway, and Kong AI Gateway on how much enterprise AI traffic each can see.

AI observability tools record and analyze the requests flowing to AI models so teams can track cost, latency, errors, and usage. This guide compares Bifrost, Datadog LLM Observability, Dynatrace, Cloudflare AI Gateway, and Kong AI Gateway on how much enterprise AI traffic each can see.