← ClaudeAtlas

ai-wrapper-productlisted

Turn an AI API (OpenAI, Anthropic, etc.) into a focused, defensible, paid product — prompt engineering for products, usage metering, rate limiting, model selection, and output quality control. USE WHEN building or pricing an AI-wrapper business and you need it to solve a real problem rather than be a thin ChatGPT clone.
Sheshiyer/skill-clusters · ★ 0 · AI & Automation · score 72
Install: claude install-skill Sheshiyer/skill-clusters
# AI Wrapper Product 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. **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. ### Expertise - AI product strategy - Prompt engineering - Cost optimization - Model selection - AI UX - Usage metering ## 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 Product Architecture Building products around AI APIs **When to use**: When designing an AI-powered product ## AI Product Architecture ### The Wrapper Stack ``` User Input ↓ Input Validation + Sanitization ↓ Prompt Template + Context ↓ AI API (OpenAI/Anthropic/etc.) ↓ Output Parsing + Validation ↓ User-Friendly Response ``` ### Basic Implementation ```javascript import Anthropic from '@anthropic-ai/sdk'; const anthropic = new Anthropic(); async function generate