Problem
Pricing and margin pressure
Supplier costs move, competitors shift, customers ask for discounts and the pricing team is busy. Decisions get made in spreadsheets, often without visibility of margin impact or recent supplier changes.
What this problem looks like
Supplier price increases not reflected on the shelf or in the system for weeks.
Discount approvals made without seeing live margin.
Competitor changes spotted by hand, if at all.
Why it costs margin and control
Each small lag in pricing erodes margin. Inconsistent rules cause friction with customers and with the sales team. Senior commercial people end up doing analysis rather than directing it.
Where the workflow usually breaks
- Supplier price files arrive in different formats and on different cycles.
- Margin rules live in the head of one person.
- Competitor data is monitored ad-hoc.
How AI can help without over-automating
AI can ingest supplier change files, normalise them, calculate margin impact and surface what needs a decision. Pricing changes still go through human approval — AI does the preparation, not the commitment.
Systems usually involved
- ERP
- PIM
- Spreadsheets
- Ecommerce platform
- Supplier feeds
- BI tools
What value looks like
Faster reaction to supplier change, clearer margin visibility, fewer surprises at month-end and pricing decisions backed by current data.
Where this connects