AI & Data Consulting

I help companies actually ship AI that works

Strategy is easy. Implementation is hard. I work hands-on with growing teams to build data systems and AI tools that solve real problems—not just impressive demos.

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Services

From strategy to production. No handoffs, no gaps.

AI Strategy & Roadmapping

Identify where AI creates genuine value in your business. Define scope, estimate effort, and plan implementation that your team can actually execute.

Data Infrastructure

Build the foundation: pipelines, warehouses, and governance. Clean data in, reliable insights out. Works whether you're on spreadsheets or Snowflake.

ML & LLM Implementation

Custom models when they make sense. Fine-tuned LLMs when they don't. I build what works for your use case, not what's trendy.

Internal Tools & Automation

Turn repetitive work into automated workflows. Build internal tools that your ops team will actually use—because I build with them, not just for them.

Selected Work

Real projects. Measurable outcomes.

01
Fintech

Transaction Categorization Engine

Automated classification system for a B2B payments platform processing 50K+ daily transactions.

Problem Manual categorization creating 3-day delays in reconciliation
Outcome 94% accuracy, same-day processing, 2 FTE reallocated
Python scikit-learn PostgreSQL Airflow
02
E-commerce

Customer Support Agent

LLM-powered support assistant for a DTC brand handling 2,000+ tickets weekly.

Problem 12-hour average response time, inconsistent answers
Outcome 68% auto-resolution, 45min avg response, CSAT up 22pts
GPT-4 LangChain Pinecone Zendesk API
03
Healthcare

Clinical Data Pipeline

End-to-end data infrastructure for a digital health startup preparing for Series B.

Problem Scattered data across 8 systems, no single source of truth
Outcome Unified warehouse, HIPAA-compliant, investor-ready analytics
dbt Snowflake Fivetran Metabase
04
Operations

Invoice Processing Automation

Document extraction and approval workflow for a logistics company processing 3,000 invoices/month.

Problem Manual data entry taking 60+ hours/month, high error rate
Outcome 90% straight-through processing, 85% time reduction
AWS Textract Python Retool QuickBooks API
Trusted By

Worked with teams from startups to scale-ups

Industries

Fintech · E-commerce · Healthcare · SaaS · Logistics · Professional Services

How We Work

Simple process. No surprises.

1

Intro Call

30 minutes to understand your situation. What's working, what's not, and what you're trying to achieve. No prep needed—just bring your questions.

2

Discovery & Scope

I dig into your data, systems, and workflows. You get a clear recommendation: what to build, why it matters, and what it will take.

3

Build & Iterate

Hands-on implementation with your team. Weekly check-ins, working prototypes, and continuous refinement until it's production-ready.

KW
About

I've been where you are

I spent 8 years building data and ML systems at growth-stage companies before going independent. I've been the technical hire scrambling to ship v1, and the senior IC inheriting legacy systems that "just need a quick fix."

Now I help teams skip the mistakes I made. I work best with companies between 10-500 people—big enough to have real problems, small enough to move fast.

8+ Years in data & ML
30+ Projects delivered
12 Companies served
Get in Touch

Let's talk about your project

Tell me what you're working on. I respond to every message within 24 hours.

Prefer to schedule directly? Book a 30-min intro call →