AI integration services for products that already have users
My AI integration services put language models to work inside your product: agents that take actions, assistants that know your data, and MCP servers that let tools like Claude use your app safely. It is the same work I do in my own products.
AI integration services: custom AI development, wired into your app
The hard part of AI is rarely the model call. It is the data the model needs, the actions it is allowed to take, the cost per request and what happens when it is wrong. I design those parts first.
- Claude API integration and OpenAI integration
- AI agents with tools, memory and guardrails
- Retrieval over your own data with pgvector
- Streaming chat UIs and AI chatbot development
- Cost, latency and evaluation checks before launch
MCP server development
The Model Context Protocol lets AI clients such as Claude call your product's tools through one standard. ServeStack ships an MCP server and an agentic checkout so AI assistants can browse a menu and place an order. I also maintain an open-source MCP Server Starter in TypeScript.
If you want your product to be usable by AI assistants, an MCP server is usually the right first step. My guide to what an MCP server is explains the idea in plain terms.
AI features I have shipped
Pair runs a streaming agent with long-term memory in pgvector. ServeStack Studio is a multi-agent pipeline that goes from trend research to script, storyboard and a generated video ad. No-Site Search generates websites for local businesses with AI. ServeStack has a Claude concierge that answers restaurant guests.
People searching for an AI automation agency often want exactly this kind of work, delivered by someone who writes the code.
Live work
All projects →
ServeStack
Product · 2026A commission-free ordering platform for independent restaurants: branded ordering sites and apps, a merchant dashboard, loyalty, marketing automation and POS sync, plus MCP endpoints so AI agents can order too.
Pair
Product · 2026A careful daily companion for dating: an AI coach and matchmaker with long-term memory, streamed replies and photo moderation, shipped as a native iOS app.
ServeStack Studio
Product · 2026A multi-agent marketing studio inside ServeStack that turns a restaurant's idea or current trends into a scripted, storyboarded and generated video ad.
MCP Server Starter
Open Source · 2025Production-ready Model Context Protocol boilerplate for exposing tools, resources, and prompts to AI platforms.
Questions
What are AI integration services?
Adding AI features to an existing product: connecting a model such as Claude or GPT to your data and actions, building the interface around it, and making it reliable, safe and affordable to run.
Do you work with ChatGPT and OpenAI, or only Claude?
Both. I use whichever model fits the task and budget, and I often build the integration so the model can be swapped later.
Can you build an AI chatbot for my website?
Yes, one that answers from your real content and data, hands off to a human when it should, and logs conversations so you can improve it.
What is MCP server development?
Building a Model Context Protocol server that exposes your product's tools and data to AI clients such as Claude, with permissions you control.