Home About Services How I Work Get in Touch
Accepting new clients

AI consulting for teams that build

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.

What I help you build

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.

01
RAG Architecture

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.

Vector Databases Embeddings Document Processing Hybrid Search
02
Agentic Systems

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.

Multi-Agent Tool Use Orchestration MCP
03
AI Strategy & Roadmapping

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.

Opportunity Audit POC Development Team Training
04
Workflow Automation

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.

n8n Zapier Custom Pipelines API Integration

How engagements work

01
Discovery

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.

02
Architecture & Build

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.

03
Deploy & Evolve

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.

Tools & technologies

I'm tool-agnostic — I use whatever works best for your use case. These are the technologies I work with most.

OpenAI
LLM Provider
Anthropic
LLM Provider
Local Models
LM Studio / Ollama
LangChain
Orchestration
LlamaIndex
RAG Framework
Pinecone
Vector Database
ChromaDB
Vector Database
n8n
Automation
FastAPI
Backend
Docker
Deployment
OpenClaw
AI Assistant
PostgreSQL
Database

Who I work with

Startups

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.

Scale-ups & SMBs

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.

Founders & Executives

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 →

Ready to build something?

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.