Most Q4 plans are built on a number nobody can defend
Five systems. Five revenue numbers. No referee.
Shopify counts an order when it's placed. Every ad platform counts the conversion it can claim — and they all claim it. Add them up and you can reach 200% of your actual Shopify revenue.
"Dashboard says we did $84K last week. Shopify says $71K."
So the spreadsheet becomes the reporting system.
Built by one person, audited by nobody, a week stale by the time anyone opens it. And that person takes a week off in December.
And the AI answers anyway.
It won't say it can't reach your data. It returns a complete analysis with revenue pulled from nowhere. Ask twice in two fresh chats and most brands get two different numbers.



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