AI Integration Services
I add AI into your existing product properly (copilots, generation, RAG, and agents) wired into your app and data, with model routing that keeps quality high and costs low.
Bolting a chatbot onto your site isn't an AI strategy. I integrate AI into your existing product where it actually creates value: copilots that help users get things done, AI generation and summarization, RAG over your own data, and autonomous agents, all wired into your real app, auth, and database. With smart model routing and caching, you get strong results without a runaway API bill.
What I integrate
Copilots & assistants
In-product AI that helps your users complete tasks, grounded in your data.
RAG over your data
Answers and features built on your documents and database, with citations.
AI generation & automation
Drafting, summarizing, classifying, and extracting, built into your workflows.
Agents & tool use
Autonomous agents that take actions across your systems, safely.
Cost & reliability
Hybrid model routing, caching, and guardrails so it's fast, accurate, and affordable.
What AI integration delivers
In-app
AI where users actually are
Grounded
On your data, with citations
Lower
API cost via model routing
Safe
Guardrails & access control
He delivered exactly what we needed: a stable, multi-user AI agent setup with proper user isolation and a smart hybrid LLM routing approach that kept our API costs low. He was proactive in suggesting the right stack and handled the technical complexity without any hand-holding.
AI integration FAQs
Can you add AI to my existing app?
Yes, that's the core of this service. I integrate AI into your current codebase and data rather than making you start over.
Which AI models do you work with?
Claude, GPT, and open models. I often use hybrid routing, with cheaper models for routine tasks and stronger models for the hard ones, to balance quality and cost.
How do you keep it accurate and on-brand?
Grounding with RAG over your own data, prompt engineering, guardrails, and evaluation, so it answers from your facts, not hallucinations.
How do you control API costs?
Model routing, caching, and efficient retrieval keep spend low even at scale, without sacrificing quality.
How much does AI integration cost?
Most integrations fall in the AI Agent Build range (from $5,000), fixed-price. Book a free audit to scope yours.
Ready to put ai integration to work?
Book a free automation audit. I'll map your highest-impact win and give you an honest, fixed-price scope. No pressure.
Book a Free Automation Audit