Podium cuts engineering escalations 90% with an agent on the support line
Podium built an agentic support system that, per LangChain’s customer write-up, reduced engineering intervention by 90% — routine support issues that used to pull engineers off product work are now resolved by the agent. Built on LangSmith for tracing and evaluation, it’s a clean example of the build path paying back in reclaimed engineering time.
The outcome is the point: a 90% drop (LangChain-reported) in how often a human engineer has to get involved in support. For any small software business, engineering time is the scarcest resource, so an agent that absorbs the routine escalation load converts directly into product velocity. The build choice here leaned on LangSmith specifically for observability — tracing and evaluating the agent — which fits the broader 2026 pattern that the eval/observability harness is what makes a support agent trustworthy enough to leave running.