ai-wrapper-product
Build profitable AI products that solve specific problems, not generic ChatGPT clones.
- Covers AI product architecture, prompt engineering for production, model selection, and cost management strategies to balance quality with unit economics
- Includes patterns for input validation, structured output parsing, quality control, and fallback handling to ensure reliable AI responses
- Provides token economics tracking, usage metering, and cost reduction techniques (cheaper models, caching, batching) to maintain profitability at scale
- Warns against thin wrapper syndrome, uncontrolled API costs, and missing output validation as common failure modes in AI product development
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
More from sickn33/antigravity-awesome-skills
docker-expert
You are an advanced Docker containerization expert with comprehensive, practical knowledge of container optimization, security hardening, multi-stage builds, orchestration patterns, and production deployment strategies based on current industry best practices.
15.0Knodejs-best-practices
Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.
11.2Ktypescript-expert
TypeScript and JavaScript expert with deep knowledge of type-level programming, performance optimization, monorepo management, migration strategies, and modern tooling.
8.3Kapi-security-best-practices
Implement secure API design patterns including authentication, authorization, input validation, rate limiting, and protection against common API vulnerabilities
7.0Kclean-code
This skill embodies the principles of \"Clean Code\" by Robert C. Martin (Uncle Bob). Use it to transform \"code that works\" into \"code that is clean.\"
6.6Knextjs-best-practices
Next.js App Router principles. Server Components, data fetching, routing patterns.
5.2K