01 — Introduction

From AI experiments to AI that actually works.

Hands-on AI and data engineering for companies that need things to work in production, not just in a slide deck.

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Making data get to work

Deep expertise in identifying and realizing the potential of data. From building the foundation to guiding machine and human decision making.

LLM deployments that can be trusted

A structured, validation-driven approach to deploying and auditing LLM systems — whether you're starting from scratch or improving what's already live.

01

Data Intelligence

From enabling basic analytics to fast-charging development. Building the data foundation, pipelines, and dashboards that let your organization make decisions with confidence.

02

AI-Informed Decisions

From personalized customer interactions to AI-guided internal decisions. Moving beyond tools and technology to a deep understanding of your business — and where AI genuinely helps.

03

Fractional Leadership

ROI-guided product strategy and clear prioritization, with the user in mind. Senior leadership on a flexible basis, for teams that need experience without a full-time hire.

04

Identifying Opportunity

Not sure where to start? From hackathons to design sprints — structured ways to find where data and AI create real value for your organization.

05

LLM Deployment
Audit & Implementation

Already live? I'll audit what's running. Still planning? I'll help you build it right from the start. The approach depends on where you are.

Production is where it gets interesting. Most of what I've learned has come from actually building and shipping AI systems — dealing with the parts that don't fit neatly into a framework.

Multi-language edge cases, LLM evaluation at scale, migrating from deterministic to generative systems — the kind of work where the details matter more than the architecture diagram.

I tend to work best with teams that already have momentum and need someone who can help make the technical calls and get things across the line.

Project Client type Tech stack Year
Global Conversational AI Rollout Enterprise Retail GCP Vertex AIPythonCI/CD 2024
LLM Decision Support System Government / NGO Anthropic APICohereMongoDB 2024
AI Customer Service Transformation Enterprise Retail GCPAzurePython 2023
Analytics & ML Platform Media / Entertainment DatabricksPySparkAWS 2021
Personalized Communication Engine Telecom AWS EMRHadoopPython 2019

Curious how your current setup holds up? Leave your details and I'll run a quick audit — no strings attached.

Content Optimization Audit

A review of your website content through the lens of clarity, structure, and conversion. You'll get a short report with concrete suggestions.

Your website address — any format is fine
Usually delivered within 3 business days

Chatbot Optimization Audit

I'll test your chatbot or virtual assistant as a real user would, and flag gaps in intent coverage, response quality, and conversation flow.

A link to your site or chatbot — I'll find it
Usually delivered within 5 business days