From “Cool Demo” to Production-Grade AI
I help startups and product teams design and implement AI systems that actually work: faster, cheaper, and with measurable results. Whether you're building your first LLM app or trying to fix one that's already deployed, I'll guide your team from confusion to clarity.
Who You're Working With
I'm David, an AI engineer who's obsessed with making LLMs actually useful in production.
I've helped startups ship real AI products and my open-source work has been featured by LangChain and Zapier. I'm a contributor to popular tools like Instructor and other open-source AI libraries.
I know how to move fast without breaking things, and I'll help your team do the same.
Your engineers can ship an AI demo.
But turning that into a production-ready, maintainable, and cost-effective system? That's where most teams get stuck.
I help teams:
- ✅Design LLM architectures that scale
- ✅Implement retrieval, evaluation, and agents without vendor lock-in
- ✅Avoid hallucinations, latency spikes, and "it kinda works" outcomes
- ✅Ship AI features your users actually use, not just hype
No fluff. Just results.
I work alongside your team to solve your most pressing AI challenges. No dragging out timelines or black-box solutions. You get:
- ⚙️Expert guidance through hands-on sprints or in-the-loop collaboration
- 📈A clear path from prototype to production
- 🔄A system your team can confidently deploy, monitor, and improve, not magic tricks
Need your AI project unstuck?
Book a 30-minute strategy call with no pitch, just real insight.
Or email me directly at okparedave@gmail.com