Introduction
Ramp's AI agents can review expenses against company policy and approve those that comply. A natural product decision follows: when a new customer turns on the expense agent, should low-risk, in-policy expenses be auto-approved by default, or should the agent only recommend approvals and wait for a manager or controller to confirm? Auto-approval by default delivers the biggest time savings and showcases Ramp's AI immediately. Human review by default builds trust slowly and protects against early mistakes. This is a classic speed-versus-control trade-off, and it matters because the first weeks with an agent shape whether a finance team ever trusts it.
I'll clarify the context, name the trade-off type, explain the product, form a hypothesis, choose metrics, design an experiment, plan the analysis, and recommend a decision.
Step 1
Clarifying Questions (3 minutes)
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