Market in focus
Module 4 · Analytical AI · A3

Commercial Scenario Simulator

Understand the economics of commercial choices before committing resources.

Inputs (company net economics)

Managerial assumption Default inputs are illustrative placeholders — replace with company figures.

Baseline contribution / HL
€50.00
Proposed contribution / HL
€40.00
Break-even volume
12,500 HL
Required volume uplift
25.0%
Required, NOT predicted

Contribution comparison

Required break-even volume: 12,500 HL vs. baseline 10,000 HL and assumed 10,000 HL.

Required volume uplift is NOT a predicted volume uplift.

Sensitivity: proposed NSP vs. baseline

Contribution-drop rule of thumb

Contribution/HL falls byRequired uplift
5%5.3%
10%11.1%
15%17.6%
20%25.0%
25%33.3%

Uplift = 1 ÷ (1 − drop) − 1, holding fixed costs constant.

Expand-Wise AI is a functional executive decision-support prototype developed for an academic project. It demonstrates selected analytical calculations and AI-assisted workflows. It is not a fully validated or deployed enterprise prediction system.