What this means in practice

  • List past promotions with dates, products, offer type and any codes used.
  • Export sales and margin for those products before, during and after each one.
  • Have AI compare each promotion with similar weeks that had no offer.
  • Ask AI to note stock shortages, holidays or events that could explain the result.
  • A manager reviews the summary and decides what to repeat, adjust or stop.

How Lid Vizion approaches it

We start with the business decision and operating context, define ownership and measurable milestones, then use configuration, integrations, automation, or custom software only where each earns its place.