ZenLLM – Read-only LLM FinOps for cost attribution and waste detection

Summary: ZenLLM provides read-only monitoring of LLM usage to attribute costs by team, app, and model, detect anomalies such as context bloat and retry storms, and deliver prioritized recommendations to reduce spending without impacting production.

What it does

It tracks LLM spend across teams and applications without modifying production systems, identifies unusual usage patterns, and suggests targeted savings actions.

Who it's for

Teams seeking to understand and control unexpected LLM cost spikes in their AI deployments.

Why it matters

It solves the challenge of unexplained LLM billing increases while avoiding risks to production environments.