Same workflow a junior ops person burns 30–60 minutes on → demo run in ~2 minutes for ~$0.10, with a pass/fail quality gate before a human sends it.
Vertical: inbound triage. Watch a LangGraph-shaped pipeline plan → retrieve → tools → draft → check, with MCP-style tool calls, a live cost/latency strip, and an eval scorecard. Pick a sample. Hit run. Sixty seconds to “oh.”