일일이 지켜보지 않아도 되는 에이전트.

I scanned the repo — Rails API with a React SPA, Stripe billing via a webhooks/ controller, and a multi-step invite flow in app/services/onboarding/. The Segment integration has event gaps across the trial activation path.

Before I set goals: is the immediate priority improving trial-to-paid conversion, or expansion revenue from existing accounts?

Got it. Two goals:

Starting with the onboarding funnel instrumentation for goal 1 — that is the diagnostic work the activation friction fixes depend on. I'll work on the admin snapshot in parallel since it's independent.

Finished instrumenting the onboarding funnel — first milestone for the activation friction goal is done. Here is what the data shows after 48 hours of collection:

• Invite accept → workspace created: 89% completion, healthy
• Workspace created → first workflow run: only 38% completion — this is the cliff
• Of the 62% who drop off, 81% never return after their first session
• Median time-to-first-action for users who convert: 4m 12s vs 11m+ for those who don't

The gap is not invite friction — it is the dead air between creating a workspace and knowing what to do next. Users who hit a workflow template within 3 minutes convert at 2.4× the rate of those who don't.

Meanwhile, the admin snapshot goal is progressing — workspace health scores and seat utilization are already live on account cards. Sales has the usage data they were requesting.

Based on those numbers, two milestones to keep pushing on the activation friction goal:

The second depends on the first — we need the template interaction events wired up before the scoring model has useful signal.