Every channel returns something different, and the monthly decision usually goes to the loudest number rather than the best one.
Most marketing budget allocation arguments are really arguments about measurement. The ad platform claims a conversion, the customer system disagrees, and the meeting ends where it started.
Media mix modeling that skips that step produces a confident recommendation on numbers nobody trusts. Marketing mix modeling software has the same weakness, and it costs more.
One definition of a result, agreed before anything is compared.
A channel with too little data is named as such rather than ranked.
Move fifteen percent from search to email, and here is what that does.
Google Ads, Microsoft Ads, Meta, Windsor.ai, HubSpot or your customer system, and Google Sheets.
Far enough for the pattern to mean something, and it says when the history is thin.
No. Ppc budget management stays a human decision.
Yes, the same analysis drives the recommendations section.