Natural Analytics is my independent consulting practice. I help companies design, build, and deploy AI systems that work in production — from retrieval-augmented generation to autonomous agents that handle real business workflows.
My focus is practical, not theoretical. I work with your team to design and ship AI systems that solve real problems — not slide decks about what AI could theoretically do for you someday.
End-to-end retrieval-augmented generation systems — from document ingestion and chunking strategies to embedding models, vector stores, and query optimization. I build RAG pipelines that deliver accurate, grounded answers from your proprietary data.
Autonomous AI agents that reason, plan, and execute complex multi-step workflows. From tool-calling architectures and function orchestration to human-in-the-loop systems that know when to ask for help and when to act independently.
Identifying the highest-leverage opportunities for AI in your business, then mapping a practical path from proof of concept to production. No hype — a clear plan, honest assessment, and hands-on execution support to get there.
End-to-end automation connecting your tools with AI capabilities. Email triage, document processing, CRM enrichment, reporting pipelines — eliminating the repetitive work that drains your most productive hours.
We start with a conversation — your current stack, bottlenecks, goals, and where AI creates the most leverage. I'll tell you honestly what's worth building and what's not. No charge for this step.
I design the system architecture, build the proof of concept, and iterate with your team until it works. Depending on scope, this ranges from focused sprints to ongoing embedded work.
Ship to production with proper documentation, monitoring, and handoff. I can stay on for ongoing optimization and new capabilities as your needs grow and the AI landscape evolves.
I'm tool-agnostic — I use whatever works best for your use case. These are the technologies I work with most.
You want to add AI-native features to your product but don't have the in-house expertise yet. I help you build the first version and set the architecture for what comes next.
You know AI can improve your operations but aren't sure where to start. I audit your workflows, identify the highest-leverage opportunities, and build the systems.
You want a personal AI system built around your specific workflows. Through Concierge Studio, I do this in person in a single day. Learn more →
Every engagement starts with a free discovery call. Tell me what you're working on, I'll tell you honestly if and how AI can help — and we'll go from there.