AI merch ops framework
A reproducible ai merch ops framework for Poland: owners, gates, KPIs, escalation and audit trail from the Warszawa hub.
Scope and ownership
The ai merch ops framework is a reproducible operational layer for merch programs in Poland: role owners, decision gates, KPIs, escalation paths, and audit trail. It plugs into procurement, brand, HR, legal and finance — with a single source of truth shared via the Warszawa hub. Quarterly review cadence; annual full refresh.
What changes month-on-month
Concrete monthly deliverables: an updated supplier scorecard (lead time, defect rate, certification status), a pricing benchmark (EUR ex-VAT 23%), a top-3 risk register, and a live decision log signed off by program owner. KSeF invoicing is reconciled within the same cycle.
Pricing & lead times — Poland
All quotes in EUR excluding VAT 23% via KSeF. Tiered pricing at MOQ 50/100/250/500 units, with quantity breaks at 1,000+ and 5,000+. Standard lead time 7–10 working days from artwork sign-off, rush 4–6 days at +30–40%. Production coordinated from the Warszawa hub with InPost/DPD/DHL Express Polska nationwide; direct-to-office, direct-to-event and direct-to-home distribution supported.
FAQ
Who is this frameworks page for?
Procurement, brand, HR, internal comms and event teams running corporate merch programmes in Poland.
What is the typical lead time?
Standard 7–10 working days from artwork sign-off; rush 4–6 days at +30–40% surcharge.
Are prices VAT-inclusive?
No — all prices are in EUR excluding VAT 23% via KSeF; invoices issued day-of-delivery.
Do you ship outside Poland?
Yes — EU-wide via DHL Express + local couriers. Customs handled from the Warszawa hub.
What MOQ applies?
MOQ from 50 units; volume tiers at 100/250/500/1000/5000 with progressive discount.