cost reconciliation at the trace level For AI apps, "how much did we spend?" is less useful than "which workflow, tool call, prompt path, or retry pattern drove that spend?"

LangChain@LangChainAug 31

Clay uses LangSmith to reconcile 99.5% of its AI spend. Head of AI @jeffbarg on why cost observability finally clicked once LangSmith was in place. https://t.co/b9tvWjgxyj