Most companies know how much they spend on ads. Very few know how much each channel actually contributes to sales. That gap is why Marketing Mix Modeling (MMM) matters. MMM is a statistical approach that estimates the impact of TV, digital, social, print, promotions, pricing

Sales forecasting fails for a simple reason: teams treat it as a spreadsheet exercise instead of a business model. A useful forecast does not only look at last year. It looks at seasonality, promotions, price changes, pipeline, market movement and operational constraints. Common mistakes A

Many businesses collect data. Far fewer use it to decide. The gap is not tools. The gap is sequence. What to build first Companies often jump to AI before the basics are stable. That creates impressive demos and weak outcomes. A practical stack for SMEs