Does this skill provide guidance on enterprise adoption?

Yes, it includes a dual-transformation framework that addresses changes to both work artifacts and workflows, which is essential for overcoming cultural barriers to AI deployment.

What is the Economic Surplus Framework?

It is a model for justifying AI investment by measuring the genuine productivity gains and social value created, ensuring the technology earns the 'social permission' to consume energy and resources.

How does this skill help with AI product positioning?

It utilizes the 'SQL Moment Test' to help you decide if a model should be treated as a stable abstraction (like a database) or if it is the core product, helping you focus development on the right layer.

What is the 'Scaffolding Layer' in this framework?

The scaffolding layer consists of the memory systems, tool integrations, and entitlement permissions that surround an AI model to make it a functional, production-grade product.

Enterprise AI Strategy Frameworks

Name: Enterprise AI Strategy Frameworks
Author: jona

byjona

0•

数据科学与机器学习

Provides strategic AI thinking models based on Satya Nadella’s platform shift principles to guide product positioning and enterprise deployment.

This skill equips Claude with specialized mental models and frameworks derived from Satya Nadella’s strategic vision for AI as the fourth major platform shift. It enables Claude to evaluate AI opportunities across infrastructure, model, and application layers, identify 'SQL moments' for model abstraction, and design robust scaffolding systems involving memory and tool use. It is particularly useful when navigating complex AI strategy decisions, assessing the economic surplus of AI investments, or managing the cultural change required for successful enterprise-wide AI adoption.

主要功能

01Economic surplus framework to justify AI energy and resource consumption

02Three-layer platform model analysis for infrastructure, model, and application tiers

03Scaffolding architecture requirements for memory, tools, and entitlements

04Change management protocols for transforming work artifacts and workflows

05SQL Moment Test to determine model-layer vs. application-layer differentiation

060 GitHub stars

使用场景

01Designing enterprise deployment strategies that address organizational change management

02Evaluating whether to build a vertically integrated AI product or an application-layer tool

03Assessing the strategic defensibility and societal value of new AI product concepts

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jona/ycombinator-skills enterprise-ai-strategy-nadella

For use in Claude.ai and ChatGPT

Download Skill