I will add ai chat, rag and llm features to your react, nextjs or node app


About this gig
Want your product to answer questions from your own docs, summarise data, or let users chat with an assistant that actually knows your business? I'll add production-ready AI features to your existing React, Next.js or Node.js app.
I've spent years building TypeScript products at scale, including payment SDKs for 100+ merchants at a fintech, and I build reusable AI tooling day to day. You get properly typed, tested code, not a fragile demo.
I can add:
- AI chat assistants with streaming responses, built with your UI
- RAG over your docs, help centre or database (PostgreSQL/pgvector or a hosted vector store)
- OpenAI, Anthropic Claude or other model APIs, with sensible fallbacks
- MCP servers so Claude, Cursor or ChatGPT can safely use your API or data
- Structured output, tool calling, summaries and classification
- Guardrails, rate limits, cost tracking and basic evaluation tests
You get a pull request with clean code, environment setup notes and a plain-English explanation of how it works and what it costs to run. I'm not tied to one stack, so I'll use whatever suits your product.
Please message me first with your stack and the feature you have in mind.
Get to know kai_spencer
Senior full stack and AI engineer for LLM apps and agents
- FromUnited Kingdom
- Member sinceMay 2020
- Last delivery4 years
Languages
English
Other AI Development Services I Offer
FAQ
Which AI provider should I use?
I'll suggest one based on quality, cost and data needs. I usually build so you can switch providers later without a rewrite.
Will the AI make things up?
RAG with citations, clear prompts and guardrails greatly reduces wrong answers, and I add tests for your key questions. No AI system is perfect, so I design it to say "I don't know" rather than guess.
What if my backend isn't Node.js?
The AI service can run as a small TypeScript service or serverless function alongside your existing backend. Message me and I'll confirm it fits.
