What Investors Actually Want to Understand
1
Channel-Level Revenue Drivers
Which channels drive revenue? What is the spend, CAC, and AOV for each?
2
Cohort Retention Behavior
What does the repeat curve look like? How does LTV build over time?
3
Input-Driven Margin
What are the actual cost inputs (ingredients, packaging, freight) that drive gross margin?
4
Team & Opex Build
How does the team scale? Where is the operating leverage?
Typical AI-Generated Model
- Revenue grows at X% MoM
- COGS is 40% of revenue
- Marketing is 25% of revenue
- G&A is 15% of revenue
- Headcount is a flat annual number
- No channel mix or unit economics
Operating Build-Up Model
- Revenue = f(spend, CAC, AOV) by channel
- Repeat revenue from cohort retention curves
- COGS = ingredients + packaging + fulfillment + freight
- Marketing = channel spend driving measurable CAC
- Team plan with named roles and timing
- Operating leverage visible in contribution margin
The point: A polished model that can't answer "what happens if CAC rises 20%?" or "what does the P&L look like if retention drops 5pts?" isn't a projection — it's a guess with formatting. The following tabs show what grounded assumptions look like.
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Year 3 Revenue
$14.2M
From $2.1M trailing
Gross Margin
62%
Improving from 58%
Contribution Margin
28%
From 14% → 28%
EBITDA Margin
10%
Breakeven Yr 2, profitable Yr 3
| Trailing | Year 1 | Year 2 | Year 3 |
|---|
| Revenue |
| New Customer Revenue | $1,470k | $2,880k | $4,680k | $7,200k |
| Repeat Customer Revenue | $630k | $1,440k | $2,920k | $7,010k |
| Total Revenue | $2,100k | $4,320k | $7,600k | $14,210k |
| Repeat % of Revenue | 30% | 33% | 38% | 49% |
| Cost of Goods Sold |
| Ingredients / Raw Materials | ($336k) | ($648k) | ($1,064k) | ($1,847k) |
| Packaging | ($168k) | ($324k) | ($532k) | ($924k) |
| Fulfillment & 3PL | ($147k) | ($285k) | ($494k) | ($852k) |
| Shipping & Freight | ($231k) | ($432k) | ($684k) | ($1,136k) |
| Gross Profit | $1,218k | $2,631k | $4,826k | $9,451k |
| Gross Margin | 58% | 61% | 64% | 67% |
| Marketing & Customer Acquisition |
| Paid Social | ($525k) | ($960k) | ($1,440k) | ($2,160k) |
| Paid Search | ($147k) | ($288k) | ($380k) | ($568k) |
| Wholesale / Trade | ($63k) | ($173k) | ($304k) | ($497k) |
| Retention (Email/SMS) | ($42k) | ($86k) | ($152k) | ($284k) |
| Contribution Profit | $441k | $1,124k | $2,550k | $5,942k |
| Contribution Margin | 21% | 26% | 34% | 42% |
| Operating Expenses |
| Payroll (see team plan) | ($480k) | ($780k) | ($1,200k) | ($1,680k) |
| G&A / Software / Insurance | ($120k) | ($180k) | ($240k) | ($300k) |
| R&D / Product Development | ($60k) | ($100k) | ($140k) | ($180k) |
| EBITDA | ($219k) | $64k | $970k | $3,782k |
| EBITDA Margin | -10% | 1% | 13% | 27% |
Operating leverage: Opex grows 1.7x while revenue grows 6.8x
Repeat revenue reaches 49% of mix by Year 3
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|
Y1 Q1 | Y1 Q2 | Y1 Q3 | Y1 Q4 |
Y2 Q1 | Y2 Q2 | Y2 Q3 | Y2 Q4 |
Y3 Q1 | Y3 Q2 | Y3 Q3 | Y3 Q4 |
| Revenue |
| New Customer Rev |
$600 | $670 | $750 | $860 |
$980 | $1,100 | $1,200 | $1,400 |
$1,500 | $1,700 | $1,900 | $2,100 |
| Repeat Revenue |
$240 | $310 | $400 | $490 |
$560 | $650 | $780 | $930 |
$1,200 | $1,560 | $1,950 | $2,300 |
| Total Revenue |
$840 | $980 | $1,150 | $1,350 |
$1,540 | $1,750 | $1,980 | $2,330 |
$2,700 | $3,260 | $3,850 | $4,400 |
| Repeat Mix |
29% | 32% | 35% | 36% |
36% | 37% | 39% | 40% |
44% | 48% | 51% | 52% |
| Gross Profit |
| Gross Profit |
$512 | $608 | $725 | $864 |
$1,001 | $1,155 | $1,307 | $1,536 |
$1,809 | $2,218 | $2,618 | $2,992 |
| Gross Margin |
61% | 62% | 63% | 64% |
65% | 66% | 66% | 66% |
67% | 68% | 68% | 68% |
| Marketing Spend |
| Paid Social |
($200) | ($220) | ($250) | ($290) |
($310) | ($340) | ($370) | ($420) |
($460) | ($510) | ($560) | ($630) |
| Paid Search |
($60) | ($65) | ($75) | ($88) |
($85) | ($90) | ($95) | ($110) |
($120) | ($135) | ($148) | ($165) |
| Wholesale / Trade + Retention |
($54) | ($60) | ($68) | ($77) |
($90) | ($100) | ($120) | ($146) |
($160) | ($180) | ($205) | ($236) |
| Total Marketing |
($314) | ($345) | ($393) | ($455) |
($485) | ($530) | ($585) | ($676) |
($740) | ($825) | ($913) | ($1,031) |
| Contribution & Operating |
| Contribution Profit |
$198 | $263 | $332 | $409 |
$516 | $625 | $722 | $860 |
$1,069 | $1,393 | $1,705 | $1,961 |
| Contribution Margin |
24% | 27% | 29% | 30% |
34% | 36% | 36% | 37% |
40% | 43% | 44% | 45% |
| Payroll |
($180) | ($190) | ($200) | ($210) |
($270) | ($290) | ($310) | ($330) |
($380) | ($400) | ($430) | ($470) |
| G&A + R&D |
($65) | ($68) | ($68) | ($79) |
($85) | ($90) | ($95) | ($110) |
($110) | ($115) | ($120) | ($135) |
| EBITDA |
($47) | $5 | $64 | $120 |
$161 | $245 | $317 | $420 |
$579 | $878 | $1,155 | $1,356 |
| EBITDA Margin |
-6% | 1% | 6% | 9% |
10% | 14% | 16% | 18% |
21% | 27% | 30% | 31% |
| Unit Economics |
| Blended CAC |
$42 | $41 | $39 | $38 |
$37 | $36 | $36 | $35 |
$35 | $34 | $34 | $33 |
| AOV |
$75 | $76 | $76 | $77 |
$77 | $78 | $78 | $79 |
$79 | $80 | $80 | $81 |
| LTV:CAC (12-mo) |
2.8x | 2.9x | 3.0x | 3.1x |
3.2x | 3.2x | 3.3x | 3.4x |
3.5x | 3.5x | 3.6x | 3.7x |
| Headcount |
7 | 7 | 8 | 8 |
9 | 10 | 11 | 11 |
12 | 13 | 14 | 15 |
All figures in $000s. Revenue driven by channel-level spend × (1/CAC) for new + cohort retention for repeat. COGS from input cost build-up. Marketing from channel budgets. Opex from headcount plan.
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