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Advisory · Hybrid studio weeks + async review blocks

Demand Signal Audit

Reconcile POS, distributor, and internal shipment feeds into one governed demand stream for Korea-facing SKUs.

4 weeks Hybrid Operations

₩1,280,000

Informational fee only — no checkout on this site. See Money-Back Policy for eligibility.

Photography supporting Demand Signal Audit

Engagement narrative

We map every upstream signal, document known distortions, and publish a decision-ready demand calendar your planners can defend in commercial reviews. Workshops stay grounded in the messy reality of promo spikes and holiday calendars.

What is included

  • ▹ Source inventory with lineage tags
  • ▹ Lag and uplift assumptions captured in a living assumptions log
  • ▹ SKU-family segmentation aligned to replenishment cadence
  • ▹ Bias review against recent forecast performance
  • ▹ Handover pack for BI teams with agreed grain definitions
  • ▹ Governance checklist for sign-off cadence
  • ▹ Optional bilingual glossary for Korean stakeholder decks

Outcomes you can audit

  • ◆ A single demand calendar with documented adjustments
  • ◆ Clear ownership between commercial and operations for overrides
  • ◆ Reduced ad-hoc spreadsheet branching during peak weeks
Avatar for Haneul Byeon

Responsible partner

Haneul Byeon

Former retail allocator; focuses on cold-chain and short shelf-life categories.

FAQ

Do you replace our forecasting engine?

No. We clarify inputs and governance so your existing engine or spreadsheets operate on cleaner history.

What data access is required?

Read-only extracts from ERP, POS or distributor portals, and any promo calendars you already maintain.

What is intentionally out of scope?

We do not rebuild warehouse labour models or transportation routing—those stay with your logistics partners.

Experience notes

“The Demand Signal Audit forced us to name every override rule. The Replenishment Lab workbook from week two is still pinned in our war room.”

Minseo · Demand lead · Regional chilled grocer · 4.8/5 · client survey

“Straightforward facilitation. Wish we had booked their data engineer earlier—sorting legacy codes took longer than the methodology itself.”