Overview
This skill provides a rigorous framework for building an investment thesis. It forces the identification of explicit assumptions, calculation of ROI, and the simulation of worst-case scenarios to ensure that capital and resources are allocated only to initiatives with a clear path to "Sufficiency."
Iron Law
NO BUSINESS CASE WITHOUT EXPLICIT ASSUMPTIONS AND SENSITIVITY ANALYSIS
Uncertainty is inherent in business, but failing to model it is a choice. A business case that assumes a single linear outcome is a fantasy. You must simulate "The Plan Not Going According to Plan."
State Machine
digraph business_case_flow {
"Discovery: Objectives" [shape=doublecircle];
"Step 1: Define Sufficiency & ROI" [shape=box];
"Step 2: Map the 5 Parts" [shape=box];
"Gate: Viable Economics?" [shape=diamond];
"Step 3: Sensitivity Analysis" [shape=box];
"Step 4: Audit Opportunity Cost" [shape=box];
"Case Approved" [shape=doublecircle];
"Discovery: Objectives" -> "Step 1: Define Sufficiency & ROI";
"Step 1: Define Sufficiency & ROI" -> "Step 2: Map the 5 Parts";
"Step 2: Map the 5 Parts" -> "Gate: Viable Economics?";
"Gate: Viable Economics?" -> "Step 3: Sensitivity Analysis" [label="viable"];
"Gate: Viable Economics?" -> "Step 1: Define Sufficiency & ROI" [label="failed"];
"Step 3: Sensitivity Analysis" -> "Step 4: Audit Opportunity Cost";
"Step 4: Audit Opportunity Cost" -> "Case Approved";
}
When to Use This Skill
- When requesting additional budget or headcount.
- When evaluating a potential new market entry.
- When deciding between two competing strategic paths.
- When an existing project is underperforming and needs a "worthwhile to continue" check.
When NOT to Use This Skill
- For minor tactical experiments (use A/B testing).
- For pure brand awareness tasks where direct ROI cannot be measured.
Core Process
Step 1: Define Sufficiency & ROI
Define the exact revenue, user, or outcome level at which the initiative becomes "worthwhile to continue."
- Projected ROI: Ratio of Net Profit to Total Investment.
- Runway & Burn: Calculate the monthly cash consumption and the time remaining until the next capital event. (Source: Kaufman, Ch. 5; Feld, Ch. 3)
Step 2: Map the 5 Parts of Business
Justify how the initiative addresses:
- Value Creation: Which Economic Values (Speed, Efficacy, Status) are we satisfying?
- Marketing: How will we reach the 95% mainstream market, not just early adopters?
- Sales: What is the Allowable Acquisition Cost (AAC)?
- Value Delivery: How will we satisfy customer expectations predictably?
- Finance: Is the Lifetime Value (LTV) greater than the AAC? (Source: Kaufman, Ch. 1; Gil, Andreessen interview)
Step 3: Sensitivity Analysis & Doomsday Scenario
Apply a "Margin of Safety."
- Sensitivity: How does ROI change if growth is 50% lower?
- Doomsday: Simulate the failure of your most critical assumption. If the company collapses because this one project fails, the risk is too high. (Source: Housel, Ch. 5; Kaufman, Ch. 7)
Step 4: Audit Opportunity Cost & Interaction
- Opportunity Cost: Explicitly list the projects that are not being done to make room for this one.
- Interaction: How does this initiative impact existing business units? (e.g., Will it cannibalize our core product?) (Source: Kaufman, Ch. 5; Bacon, Ch. 6)
Step 5: Define OKRs
Set one Objective (WHAT) and 3-5 Key Results (HOW).
- Quality Safeguard: Pair every quantitative KR (e.g., "$50M Revenue") with a quality KR (e.g., "<5% Churn") to prevent short-term reckless behavior. (Source: Doerr, Ch. 4)
Cross-Skill Invocations
REQUIRED SUB-SKILL: problem-framing — to ensure you are solving the right problem before investing.
RECOMMENDED SUB-SKILL: decision-frameworks — to help weigh the subjective trade-offs identified in the audit.
Rationalization Table
| Thought |
Reality |
| "The numbers speak for themselves." |
Numbers are projections based on assumptions. The assumptions speak; the numbers just listen. |
| "We've already spent $1M, we can't stop now." |
Sunk cost fallacy. Only future ROI matters for the decision to continue. |
| "We'll figure out the economics after we scale." |
Scale without unit economics is just a faster way to go broke. |
| "Our competitor is doing it, so we must too." |
Social comparison leads to copying outlier behavior that may not be repeatable for you. |
Red Flags
These thoughts mean STOP — you are about to shortcut:
- "This project is 'too big to fail'" → It's actually a fragile, high-risk bet with no margin of safety.
- "We don't need unit economics yet" → You are planning a "mercenary" crash, not a "missionary" success.
- "The plan is 100% solid" → You have ignored "The Plan Not Going According to Plan."
Diagnostic Checklist
Sources
- Kaufman, Josh. The Personal MBA. Ch. 1, 5, 7, 11.
- Gil, Elad. High Growth Handbook. Marc Andreessen & Claire Hughes Johnson interviews.
- Doerr, John. Measure What Matters. Ch. 1, 4.
- Feld, Brad. Venture Deals. Ch. 1, 3, 4.
- Housel, Morgan. The Psychology of Money. Ch. 2, 3, 5.
- Bacon, Carl R. Practical Portfolio Performance. Ch. 1, 4, 5, 6.
1---2name: business-case-33description: Use when justifying investment, resource allocation, or strategic decisions with financial and logical reasoning to ensure positive ROI and alignment with long-term goals.4---5
6## Overview
7This skill provides a rigorous framework for building an investment thesis. It forces the identification of explicit assumptions, calculation of ROI, and the simulation of worst-case scenarios to ensure that capital and resources are allocated only to initiatives with a clear path to "Sufficiency."
8
9## Iron Law
10
11`NO BUSINESS CASE WITHOUT EXPLICIT ASSUMPTIONS AND SENSITIVITY ANALYSIS`
12Uncertainty is inherent in business, but failing to model it is a choice. A business case that assumes a single linear outcome is a fantasy. You must simulate "The Plan Not Going According to Plan."
13
14## State Machine
15```dot
16digraph business_case_flow {
17 "Discovery: Objectives" [shape=doublecircle];
18 "Step 1: Define Sufficiency & ROI" [shape=box];
19 "Step 2: Map the 5 Parts" [shape=box];
20 "Gate: Viable Economics?" [shape=diamond];
21 "Step 3: Sensitivity Analysis" [shape=box];
22 "Step 4: Audit Opportunity Cost" [shape=box];
23 "Case Approved" [shape=doublecircle];
24
25 "Discovery: Objectives" -> "Step 1: Define Sufficiency & ROI";
26 "Step 1: Define Sufficiency & ROI" -> "Step 2: Map the 5 Parts";
27 "Step 2: Map the 5 Parts" -> "Gate: Viable Economics?";
28 "Gate: Viable Economics?" -> "Step 3: Sensitivity Analysis" [label="viable"];
29 "Gate: Viable Economics?" -> "Step 1: Define Sufficiency & ROI" [label="failed"];
30 "Step 3: Sensitivity Analysis" -> "Step 4: Audit Opportunity Cost";
31 "Step 4: Audit Opportunity Cost" -> "Case Approved";
32}
33```
34
35## When to Use This Skill
36- When requesting additional budget or headcount.
37- When evaluating a potential new market entry.
38- When deciding between two competing strategic paths.
39- When an existing project is underperforming and needs a "worthwhile to continue" check.
40
41## When NOT to Use This Skill
42- For minor tactical experiments (use A/B testing).
43- For pure brand awareness tasks where direct ROI cannot be measured.
44
45## Core Process
46
47### Step 1: Define Sufficiency & ROI
48Define the exact revenue, user, or outcome level at which the initiative becomes "worthwhile to continue."
49- **Projected ROI:** Ratio of Net Profit to Total Investment.
50- **Runway & Burn:** Calculate the monthly cash consumption and the time remaining until the next capital event. (Source: Kaufman, Ch. 5; Feld, Ch. 3)
51
52### Step 2: Map the 5 Parts of Business
53Justify how the initiative addresses:
541. **Value Creation:** Which Economic Values (Speed, Efficacy, Status) are we satisfying?
552. **Marketing:** How will we reach the 95% mainstream market, not just early adopters?
563. **Sales:** What is the Allowable Acquisition Cost (AAC)?
574. **Value Delivery:** How will we satisfy customer expectations predictably?
585. **Finance:** Is the Lifetime Value (LTV) greater than the AAC? (Source: Kaufman, Ch. 1; Gil, Andreessen interview)
59
60### Step 3: Sensitivity Analysis & Doomsday Scenario
61Apply a "Margin of Safety."
62- **Sensitivity:** How does ROI change if growth is 50% lower?
63- **Doomsday:** Simulate the failure of your most critical assumption. If the company collapses because this one project fails, the risk is too high. (Source: Housel, Ch. 5; Kaufman, Ch. 7)
64
65### Step 4: Audit Opportunity Cost & Interaction
66- **Opportunity Cost:** Explicitly list the projects that are *not* being done to make room for this one.
67- **Interaction:** How does this initiative impact existing business units? (e.g., Will it cannibalize our core product?) (Source: Kaufman, Ch. 5; Bacon, Ch. 6)
68
69### Step 5: Define OKRs
70Set one Objective (WHAT) and 3-5 Key Results (HOW).
71- **Quality Safeguard:** Pair every quantitative KR (e.g., "$50M Revenue") with a quality KR (e.g., "<5% Churn") to prevent short-term reckless behavior. (Source: Doerr, Ch. 4)
72
73## Cross-Skill Invocations
74REQUIRED SUB-SKILL: problem-framing — to ensure you are solving the right problem before investing.
75RECOMMENDED SUB-SKILL: decision-frameworks — to help weigh the subjective trade-offs identified in the audit.
76
77## Rationalization Table
78| Thought | Reality |
79|---------|---------|
80| "The numbers speak for themselves." | Numbers are projections based on assumptions. The assumptions speak; the numbers just listen. |
81| "We've already spent $1M, we can't stop now." | Sunk cost fallacy. Only future ROI matters for the decision to continue. |
82| "We'll figure out the economics after we scale." | Scale without unit economics is just a faster way to go broke. |
83| "Our competitor is doing it, so we must too." | Social comparison leads to copying outlier behavior that may not be repeatable for you. |
84
85## Red Flags
86These thoughts mean STOP — you are about to shortcut:
87- "This project is 'too big to fail'" → It's actually a fragile, high-risk bet with no margin of safety.
88- "We don't need unit economics yet" → You are planning a "mercenary" crash, not a "missionary" success.
89- "The plan is 100% solid" → You have ignored "The Plan Not Going According to Plan."
90
91## Diagnostic Checklist
92- [ ] Has a "Sufficiency" point been defined (when to stop vs. when to double down)?
93- [ ] Is every output goal paired with a quality/counter-effect goal?
94- [ ] Does the case include a worst-case sensitivity simulation?
95- [ ] Has the opportunity cost (deferred projects) been explicitly named?
96- [ ] Is the "Main Job" of the customer clearly identified as the value driver?
97
98## Sources
99- Kaufman, Josh. *The Personal MBA*. Ch. 1, 5, 7, 11.
100- Gil, Elad. *High Growth Handbook*. Marc Andreessen & Claire Hughes Johnson interviews.
101- Doerr, John. *Measure What Matters*. Ch. 1, 4.
102- Feld, Brad. *Venture Deals*. Ch. 1, 3, 4.
103- Housel, Morgan. *The Psychology of Money*. Ch. 2, 3, 5.
104- Bacon, Carl R. *Practical Portfolio Performance*. Ch. 1, 4, 5, 6.