Micro Business + Diamond Hands
Monte Carlo Simulation Report
Simulation Results: Micro Business + Diamond Hands
This analysis covers 5 simulations of a micro business model over 36 months.
- Business survival rate: 100%
- Mean final token price: $1.21
- Revenue share (α): 20%
- Initial participant count: 3
Business Outcomes
Despite high revenue volatility, the micro business survived in 100% of cases. The square root pricing function helped dampen price swings during spiky revenue periods.
- Mean: $85,296
- Median: $72,531
- Range: $50,022 - $172,295
Participant Performance
ROI Rankings (Mean): (3 participants)
- Early Adopter: 11.53x ██████████
- Founder's Friend: 10.66x ██████████
- Committed Holder: 9.17x █████████
Behavior Analysis:
Diamond hands outperformed in this scenario, achieving 10.45x average ROI. Their refusal to exit captured full upside when the business succeeded.
Sample Narrative
So Chen started Late Night back in Jan 2024, offering minimalist icon sets for indie devs. They kicked off at around $890 a month—not bad for a side project.
Things got rough early though. Negative review from a popular tech blogger hurt conversions. Revenue tanked, and honestly? Most people would've given up right there.
But here's the crazy part: in Aug 2024, competitor went offline, redirecting their customers. We're talking a 5.7x spike. The kind of month that makes you think maybe this thing could actually work.
These days Late Night has generated about $172,295 total. Nothing crazy, but Chen's got a real business now.
- Jan 2024: LAUNCHED at $890 MRR
- Feb 2024: Accidentally went viral for the wrong reasons (but sales are sales) (2.7x spike)
- Apr 2024: Product went viral on TikTok (3.6x spike)
- May 2024: Negative review from a popular tech blogger hurt conversions (revenue crashed)
- Aug 2024: Competitor went offline, redirecting their customers (5.7x spike)
- Mar 2025: Featured on a popular tech reviewer (3.7x spike)
- Apr 2025: Stabilized at a comfortable revenue level
- Sep 2026: SEO finally kicked in after months of content (2.9x spike)
- Oct 2026: Competitor went offline, redirecting their customers (3.2x spike)
- Dec 2026: Stabilized at $0/month
- Late Night: accidentally went viral for the wrong reasons (but sales are sales) (survived, $172,295 total)
- The Icon Set: server migration went sideways for a week (survived, $80,871 total)
- Late Night: Google algorithm update tanked organic traffic (survived, $50,761 total)
- Quiet Storm: payment processor audit froze payouts (survived, $72,531 total)
- Golden Hour: server migration went sideways for a week (survived, $50,022 total)
Economic Observations
- Final price range: $1.15 - $1.35
- Coefficient of variation: 6.2%
The √S pricing function dampened business volatility to 6% price variation—achieving the design goal of bounded volatility while preserving price discovery.
Supply Floor (S_min = 1000): The minimum supply floor prevented price collapse in failure scenarios. Floor price: $0.25. No simulation reached the floor, indicating adequate supply cushion.
Exit Queue Mechanism: With high survival rate, exit queues typically cleared quickly. The FIFO queue processed exits from ongoing revenue without delays.
Key Findings
1. High survival rate rewards patience. Diamond hands and long-term holders outperformed reactive strategies in this scenario.
2. Early Adopter achieved highest returns (11.53x), while Committed Holder achieved lowest (9.17x).
Design Principle Check
- ✓ Early contributor reward: 11.1x ROI for month 1-2 entrants vs 9.2x for later (1.2x advantage)
- ✓ Bounded volatility: Revenue CV 53% → Price CV 6% (88% dampening)
- ✓ Floor protection: No runs hit S_min
- ✓ Exit liquidity: High survival enabled queue clearance without secondary markets
Implication: For micro businesses with similar parameters, the token system creates meaningful value for early contributors.