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Three-Tier AI Model Adoption Framework

Reusability

A structured approach to learning and utilizing AI models through progressive complexity levels, from basic chat interaction to custom application development

How It Works

Users start with simple interfaces to understand capabilities, then use pre-built tools for immediate value, finally creating custom solutions for specific needs

Components

1

Level 1: Chat interface for basic understanding and experimentation

2

Level 2: Pre-built demo applications (vibecoded apps) for immediate value

3

Level 3: Custom application development with full control and customization

When to Use

When introducing users to complex AI capabilities or designing onboarding experiences for AI platforms

When Not to Use

For users who already have technical expertise or when immediate custom solutions are required

Anti-Patterns to Avoid

Jumping directly to custom development without understanding model capabilitiesGetting stuck in chat mode without exploring productized applicationsBuilding custom solutions when pre-built tools would suffice

Example

A marketing agency adopts AI image generation by first chatting with the model to understand capabilities, then using pre-built ad generators for client work, finally building custom branded tools for their specific workflow