The Problem
AI promises are everywhere, but implementation is treacherous. You've seen impressive demos, but turning those into production features that work reliably, scale affordably, and actually help your users? That's where most teams struggle.
Costs spiral out of control. Responses are inconsistent. Your team spends more time fighting the technology than building features. You need someone who's already navigated these pitfalls.
The Solution
I bring practical, production-tested AI expertise. Not theoretical knowledge from blog posts—actual experience shipping LLM-powered features that users depend on daily.
I've implemented production LLM integrations with techniques for cost optimization, reliability, and scale. I know what works, what doesn't, and how to get you there efficiently.
What's Included
LLM Integration
Any major LLM provider integrated into your existing applications with proper error handling, rate limiting, and fallback strategies.
Prompt Engineering
Systematic prompt development that gets consistent, reliable results. Not just trial-and-error—structured approaches that scale.
RAG Systems
Retrieval-Augmented Generation systems that give your AI access to your data while maintaining accuracy and relevance.
Cost Optimization
Strategies like prompt caching, intelligent chunking, and model selection that can dramatically reduce your AI costs.
AI Roadmap
Strategic planning for AI features—what to build, what to buy, and what to skip entirely.
Team Enablement
Help your team understand AI capabilities and limitations so they can maintain and extend what we build.
Why Work With Me
I was an early adopter of AI development tools and have been building with them daily since before most teams started experimenting. This isn't side-project knowledge—it's production experience.
How It Works
Discovery Call
We discuss your goals, current state, and what you're hoping AI can do for your product. Free, no obligation.
Assessment
I analyze your codebase and requirements to identify the highest-impact opportunities and potential challenges.
Proposal
You receive a clear proposal with scope, approach, timeline, and pricing. No surprises.
Implementation
I build, test, and deploy the solution, keeping you informed throughout with regular check-ins.
Handoff
Documentation, team training, and support ensure your team can maintain and extend the solution.
Ready to Add AI to Your Product?
Let's discuss what AI can realistically do for your business.