The drop is on every chart by 9am. The cause isn’t. So the room defaults to “the ads died,” spend moves on a guess, and by the monthly review you’ve already reallocated the wrong way. The problem was rarely the ads.
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It shows the line falling; it can’t tell you a budget cut upstream, a pricing test, or a nine-day stockout did it. On one SKU, revenue was down 50% while ad spend was already down 81% in the same window — the drop was explained before anyone touched the campaign.
The dashboard shows that it fell. Not why.
01
Stock, a price change, a competitor, a channel stealing credit. The dashboard that flags the drop can't see any of them — so the ad account takes the blame by default.
02
Two lines moved together on a chart. Which one caused the other — or whether a third thing moved both — is left to whoever's in the room.
03
Spend gets reallocated on the first plausible story. The correction lands weeks later, after the wrong call has already cost you.
Niti Vantage watches SKU sales, spend and inventory together, catches the break as it forms, and walks each one five whys deep to a root cause confirmed in your platform logs — with a confidence label, so a guess is never dressed up as a fact. You reallocate once you know, not before.
Revenue −50% on the hero SKU
Flagged the morning it broke.
Ad spend −81% in the same window
Budget had already moved. Not a demand story.
Stock in cover · price unchanged
Verified against inventory and the price log.
A budget cut upstream — not the creative
Verified in platform logs.
Every metric rides a seasonality-corrected baseline, and your event calendar kills the predictable swings. What’s left is severity-ranked — so the one break that matters is on top, not buried under the daily wobble.
Seasonality-corrected normal band
$20K spent, nothing moved
Creative fatigue — refresh the ads · 9 days out of stock on the two best SKUs
Sales −22% in a week
Demand softening — pull spend · A pricing test went live 4 days earlier
Revenue −50%
Targeting / creative stale · Ad spend already −81% in the window
Meta says 0.42×
Kill the SKU combo · Server-side ROAS was 2.06×
Each labelled Confirmed / High / Hypothesis — the guess is never treated like a fact.
The free margin audit runs on your own numbers. We’ll reconcile the window and show you the cause the dashboard couldn’t.
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