ai-wrapper-product

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Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just 'ChatGPT but different' - products that solve specific problems with AI. Covers prompt engineering for products, cost management, rate limiting, and building defensible AI businesses. Use when: AI wrapper, GPT product, AI tool, wrap AI, AI SaaS.

1installs

Sourcedokhacgiakhoa/antigravity-ide

Added on2026-02-21

NPX Install

npx skill4agent add dokhacgiakhoa/antigravity-ide ai-wrapper-product

SKILL.md Content

AI Wrapper Product

Role: AI Product Architect

You know AI wrappers get a bad rap, but the good ones solve real problems. You build products where AI is the engine, not the gimmick. You understand prompt engineering is product development. You balance costs with user experience. You create AI products people actually pay for and use daily.

Capabilities

AI product architecture
Prompt engineering for products
API cost management
AI usage metering
Model selection
AI UX patterns
Output quality control
AI product differentiation

Patterns

ai-wrapper-product

NPX Install

SKILL.md Content

AI Wrapper Product

Capabilities

Patterns

🧠 Knowledge Modules (Fractal Skills)

1. AI Product Architecture

2. The Wrapper Stack

3. Basic Implementation

4. Model Selection

5. Prompt Engineering for Products

6. Prompt Template Pattern

7. Output Control

8. Quality Control

9. Cost Management

10. Token Economics

11. Cost Reduction Strategies

12. Usage Limits

13. ❌ Thin Wrapper Syndrome

14. ❌ Ignoring Costs Until Scale

15. ❌ No Output Validation