I will integrate ai, llm and rag into your app

I build full-stack apps in React, Next.js, and Node.js and wire AI into them when it actually earns its place, not appended for the tag. Using GPT, Claude, or orchestration through Langchain, I add chat interfaces, LLM-powered automation, or an MCP layer that lets an AI agent call safely into your existing app.

What I build:

React or Next.js frontend, Node.js backend, REST APIs

LLM integration chat, search, or automation inside your product

MCP server setup so an AI agent can interact with your app directly

Database design and integration (Postgres or MongoDB)

I built rag-mvp, a working RAG + MCP system, and I ship AI CRM features for a live property-management SaaS platform in my day job this isn't my first AI integration, it's the same pattern I use in production. Message me with what you're building and I'll tell you honestly whether AI adds anything to it.