Datadog vs Arize vs LangSmith: Buy on the Billing Unit
Datadog meters LLM spans only, LangSmith meters whole traces, Arize meters every span plus ingested GB. On the same million-run agent workload those units diverge four-fold — and two of the four vendors publish no overage rate at all.
August 6, 2026 · 17 min read