What metrics are used to measure utility network strength?

The framework focuses on DAU/MAU ratios (aiming for >60%), message frequency, group density, and the viral coefficient to validate network strength.

What is a Personal Utility Network?

A Personal Utility Network is a communication layer characterized by nodes tied to real-life identities used for essential daily coordination, creating lock-in through practical necessity rather than social status.

When should I avoid using this framework?

Do not apply this framework to products focused purely on entertainment, content discovery, or optional social features where workflows are not essential.

How does identity tie into this framework?

Real-life identity, such as phone numbers or work email domains, increases switching costs and provides better trust signals for essential communication.

How does this skill improve app retention?

It provides strategies to move products from 'nice-to-have' to 'need-to-have' by identifying critical daily workflows and making opting out socially or professionally painful.

Personal Utility Networks Framework

Name: Personal Utility Networks Framework
Author: lev-os

bylev-os

0•

협업 도구

Guides the design and evaluation of essential communication tools that create long-term user retention through practical necessity and real-world identity anchoring.

This skill provides a comprehensive framework for building and analyzing Personal Utility Networks—tools that become 'need-to-have' for daily communication and coordination. It helps developers and product strategists map essential workflows, tie accounts to real-life identities, and foster local network density using principles like Reed's Law. By prioritizing utility over social status, this skill enables the creation of high-retention software such as messaging platforms and enterprise collaboration suites where non-participation carries significant personal or professional costs.

주요 기능

01Local network density modeling based on Reed's Law (2^N)

020 GitHub stars

03Step-by-step workflow mapping for essential daily tasks

04Comprehensive retention and utility measurement frameworks

05Identity anchoring strategies using phone and email verification

06Competitive moat analysis for communication and productivity software

사용 사례

01Designing enterprise collaboration tools that displace legacy email systems

02Building private messaging apps with high switching costs and group density

03Analyzing why users stick with specific communication tools despite technical flaws

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add lev-os/agents personal-utility-networks

For use in Claude.ai and ChatGPT

Download Skill