Concepts

AI Wrapper

A custom interface built on top of existing AI models like GPT-4 or Claude that adds specific features, workflows, or constraints for a particular use case.

What is AI Wrapper?

An AI wrapper is software that sits between you and a foundational AI model (like GPT-4 or Claude), adding custom logic, UI, or features for a specific job.

Think of it like building a specialized calculator app that uses a general math engine underneath. The wrapper handles the interface, formatting, data processing, and business logic while the AI model does the heavy lifting.

Most successful AI products are wrappers. Cursor wraps Claude for coding. Jasper wraps GPT for marketing copy. PDF chat tools wrap models to query documents. They add value through better UX, domain-specific prompts, integrations, or workflow automation.

Critics dismiss wrappers as "just calling an API," but that misses the point. The wrapper IS the product. It solves the real problem of making AI useful for specific tasks without users needing to become prompt engineers.

Good to Know

Wrappers add specific UI, workflows, or features on top of foundational AI models
Most successful AI products are wrappers, not new models
Value comes from solving specific problems, not from the underlying AI
Can be built quickly with API access and traditional web dev skills
Critics call them "just API calls" but users pay for convenience and specificity

How Vibe Coders Use AI Wrapper

1
Building a PDF chat tool that lets users upload documents and ask questions with citations
2
Creating a code review assistant that checks PRs against your team's style guide
3
Making a customer support bot that knows your product docs and escalates to humans when needed
4
Launching a LinkedIn post generator that matches your brand voice and includes hashtags

Frequently Asked Questions

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