AI Assistant and Me (Finance Analyst): Who Does What

Case: Growth ≠ Profit, diagnosed with a price-volume-mix waterfall

Background

Full Picture from Q1 to Q2.

Users

▲+50%

1,500

Sales VP KPI

Revenue

―0%

$1.0M

Finance VP KPI

Profit

▼-15%

Q1 $520K → Q2 $440K

Finance VP KPI

Scale and Business Drivers: Price x Volume. Easy!

	P1 (Q1)	P2 (Q1)	Total (Q1)	P1 (Q2)	P2 (Q2)	Total (Q2)
Price	100	50		100	50
Profit / unit	60	10		60	10
× Volume	8	4	12	6	8	14
= Revenue	800	200	1,000	600	400	1,000
Gross profit	480	40	520	360	80	440

Option B: promotional pricing on P1. Cut price, pull volume back.

	P1 (Q2)	P1 (Opt B)	P2 (Q2)	P2 (Opt B)
Price	100	85	50	50
× Volume	6	10	8	8
= Revenue	600	850	400	400
Profit / unit	60	45	10	10
Gross profit	360	450	80	80
Total gross profit	Q2 = 440		Opt B = 530

Drag P1's price. How far can it drop before the extra volume stops covering the cut?

Breakeven $62.50

$50$100

Price $85

Volume 10 units Q2: 6 units

Total Gross Profit $530K

▲ $90K above the Q2 baseline ($440K)

Tough call: once you cut price, customers expect it.

Or...

Option C: change sales commission from volume-based to profit-based. Reps push P1.

	P1 (Q2)	P1 (Opt C)	P2 (Q2)	P2 (Opt C)
Price	100	100	50	50
× Volume	6	8	8	4
= Revenue	600	800	400	200
Profit / unit	60	60	10	10
Gross profit	360	480	80	40
Total gross profit	Q2 = 440		Opt C = 520

Tough call: you are changing how sales gets paid.