Catch the leak before the P&L does.

What it does

Z-scores, not vibes.

1. 1
   Schedule — every 4 hours

   Polls during operating hours. Tighten to 1 hour if you run a high-velocity ecommerce business or restaurant chain.
2. 2
   Fetch POS Sales

   Hits Square Orders. Toast, Lightspeed, Clover, Shopify all expose the same shape. swap URL and auth.
3. 3
   Fetch Accounting Snapshot

   Pulls QuickBooks daily P&L. Xero report endpoints work the same.
4. 4
   Fetch Inventory Levels

   Shopify inventory or your WMS. For multi-location restaurants, swap for your inventory system.
5. 5
   Compare to Baseline — Code

   Takes the current period vs a rolling 14-day average. Flags anything outside ±25% or with a z-score over 2.
6. 6
   Anomaly Classification — OpenAI

   If flagged, gpt-4o-mini categorizes the cause: weather, holiday, system outage, fraud signal, supply issue, unexplained. Output is structured JSON.
7. 7
   Slack Alert

   Posts a red-rotation message: direction, magnitude, current vs baseline, likely cause. Channel of your choice.

Use it in your business

Vertical-specific framing