network-effectslisted
Install: claude install-skill Ingramradical235/anty-framework
# Network Effects Strategy
## When to Apply
- Product's value increases with more users (network-effect products)
- Marketplace, social, or community products
- When evaluating viral growth potential
- Cold start problems (chicken-and-egg)
- Growth ceiling diagnosis
## Core Framework
### Atomic Network Definition
The smallest group where the product becomes self-sustaining. Define during onboarding:
```
"Does your product's value increase as more people use it?"
-> YES:
"Let's define your Atomic Network — the smallest self-sustaining group.
Reference thresholds:
Slack: 3 people + 2,000 messages = 93% long-term retention
Zoom: 2 people (smallest possible)
Airbnb: 300 listings + 100 reviewed per city
Uber: 15-20 concurrent drivers, ETA < 3 min per city
Tinder: 20,000 users in a single market
What is the minimum unit for YOUR product?
How many users in one [team/city/community] make it work?"
```
**Finding the threshold:** Plot network size (X) vs engagement metric (Y). Look for the inflection point ("kink") where engagement spikes. Everything before the kink is anti-network-effect territory.
### Anti-Peanut-Buttering
"Do NOT spread across segments until atomic network is achieved in the first one. Density > breadth."
Concentrating resources in one segment to achieve critical mass beats thinly spreading across many.
### "Zero" Tracking
A "zero" = the product's core value cannot be fulfilled because the network is too sparse:
- No drivers av