Why teams look for a LangSmith alternative
- Need cost governance without LangChain ecosystem dependency
- Want dedicated budget alerts and spend controls
- Require project-level cost attribution across all providers
- Looking for provider-agnostic monitoring beyond LangChain
- Need finance-ready reporting and cost exports