“1. Langfuse Enterprise: First candidate for integrated tracing, evaluations and prompt management.”
“- Tracing, evaluations, datasets and prompt management.”
“- Self-hosting with Docker and Kubernetes deployment options.”
“- Enterprise OIDC SSO, including Keycloak, Entra ID and Okta.”
“- Advanced RBAC, audit logs, SCIM and retention controls require careful edition-level verification.”
“2. MLflow: Alternative where granular permissions, ML lifecycle integration and self-hosting are priorities.”
“- LLM tracing, evaluation, experiment tracking and prompt registry.”
“- Self-hosted deployment.”
“- Fine-grained resource-level RBAC and workspace-scoped permissions.”
“- Integrates with broader ML engineering workflows.”
“Validate your desired enterprise SSO integration separately: built-in authentication and RBAC are not automatically equivalent to federated SSO.”
“3. Phoenix + separate prompt management: A modular alternative to test against the integrated approach.”
“- Open-source, self-hostable tracing and evaluation.”
“- OpenTelemetry-oriented instrumentation.”
“- Relatively straightforward deployment.”
“- More focused on observability and evaluation than comprehensive enterprise prompt lifecycle management.”
“- Evaluation-centric development workflows.”
“- Tracing, scoring and experiment comparison.”
“- Enterprise deployment options, including a data plane in your VPC.”