LangSmith vs Braintrust vs Helicone vs Arize Phoenix: Four Loops the Eval/Observability Stack Was Built to Close
All four ship traces, datasets, and evaluators — the feature lists nearly match. What separates them is which feedback loop they were built to close: the dev loop, CI, the production gateway, or model-monitoring drift.