ZenLLM

When do teams need a LangSmith alternative for cost visibility?

Tracing helps engineers debug behavior. Cost visibility needs finance-readable attribution, savings estimates, chargeback readiness, and workflow-level spend ownership.

Cost visibility gap

ZenLLM is built around the cost and governance layer.

Explain spend to finance and procurement.
Attribute AI cost by workflow, team, and customer.
Prioritize savings opportunities instead of only inspecting traces.

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