I Read Your AI Agent Logs So You Don't Have To: A $149 Service That Beats Another Dashboard

What if the cheapest fix for your broken AI agent is a stranger reading 40 hours of traces for $149?

I spent the last month doing exactly that — reading roughly 40 hours of production logs from teams running LangGraph, CrewAI, and AutoGen agents for paying customers. Not building observability dashboards. Not comparing LangSmith vs Langfuse. Reading the actual traces and writing up what was wrong, what to fix, and in what order.

Three observations from those 40 hours:

The dashboard was never the problem. Every team already had LangSmith or Helicone or a homegrown equivalent logging every LLM call. None of them were reading the logs.