Demand forecasting and CPFR replenishment.

The manufacturer projects shipments, the distributor sees orders and the point of sale records consumption. When these signals are not reconciled, reactive purchasing, overstock and shortages follow.

A promotion, an assortment change or a logistics delay can make a plan obsolete if nobody reviews it in time.

CPFR stands for Collaborative Planning, Forecasting and Replenishment. It is a process for agreeing on assumptions, sharing signals, reviewing exceptions and adjusting decisions between trading partners.

Software supports that discipline; it does not replace it. Without agreements between the parties, no tool produces a shared plan.

• —Sell-out and sell-in history, kept separate.
• —Inventory and orders in transit.
• —Promotions, commercial calendar and assortment changes.
• —Lead times, purchase minimums and multiples, and capacity.
• —Targets and responsibilities for each participant.

Observed sales are not the same as demand: a period without stock can hide potential consumption. The model has to tell them apart.

1. 01Build a baseline with cleaned data and an agreed horizon.
2. 02Review scenarios for promotions, seasonality and constraints where data exists.
3. 03Agree on exceptions across commercial, supply and partners.
4. 04Translate the plan into replenishment proposals for approval.
5. 05Compare forecast with outcome, and adjust the cycle.

Trace orchestrates the process and Essential can integrate the sources. Replenishment proposals go through controls and owners; forecast accuracy depends on the data and is measured every cycle.

• —Plan by product, channel and horizon.
• —Shared assumptions and calendar.
• —Exception view.
• —Replenishment proposals with their constraints.
• —Monitoring dashboard.

What to measure: forecast error and bias, availability, delivery compliance and preparation time. Metrics and the evaluation window are chosen before the pilot.

Abbott Central America reports 80% less time spent preparing orders using TRACE, with Trixo as commercial partner.

Results reported by Abbott Central America using TRACE. The figure refers to order preparation; it does not measure forecast accuracy or full purchasing automation.

Conversing with the information can help review a plan. Quarks can design queries like this one on a model with clear versions, periods and definitions:

Cobeca Pulse is Quarks' real reference for conversational AI powered by AWS, through Orbit. An experience like this for planning is defined in each project.