SAMPLE · empty shell — layout only, no numbers. After paid launch: fill from adminStats + ops/billing.

Ops dashboard

CEO VIEW · USERS · RETENTION · UNIT ECONOMICS · BILLS · UPDATED —

Users

Total users

—

Active 7d

—

New this week

—

Free

—

Core

—

Elite

—

Infinite

—

Founders

—

Week retention (cohort)

—

W1 = signed up week N, active in week N+1

Rates

Paid conversion

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ARPU

—

90d churn

—

Gross margin

—

Cost & margin (this month)

Revenue

—

paid tiers

AI APIs

—

Gemini + OpenAI + Claude

VPS (DO)

—

fixed droplet

Firestore Blaze

—

usage

Other cloud

—

Functions / hosting / egress

Est. profit

—

revenue − costs

Active bills & due dates

Service	Plan	Amount	Due	Status
DigitalOcean VPS	—	—	—	—
Firebase Blaze	—	—	—	—
Google AI (Gemini)	—	—	—	—
OpenAI	—	—	—	—
Anthropic	—	—	—	—
Domain	—	—	—	—
Apple Developer	—	—	—	—
Google Play	—	—	—	—

Rows labeled; amounts/dates empty until you connect billing data.

Post-launch wiring:
1. Nightly job → stats/daily/{date}
2. HTML → authenticated adminStats
3. Bills → ops/billing
File: ops-dashboard-sample.html