Ways to work together.

I help build or improve your data setup, introduce AI, and simplify how work gets done.

A partner to company leadership

With leadership and your team, we build or substantially improve your data and AI setup around the changes your business needs.

Ongoing partnership · Business owners and leadership teams

The numbers disagree, reporting takes too much time, or your data stack costs keep growing without a clear reason.

I review your current setup and explain what works, where the problems are, and what to address first.

One-time audit · Business owners and people responsible for data

You are planning a data platform, preparing company data for AI, or changing a setup that no longer meets the business need.

I help design the target setup and clarify the decisions your team needs before implementation.

One-time architecture design · Leadership, CTOs, and data or AI leads

You need to agree on metrics, get your data ready for AI, or understand what AI means for your data team.

You leave with a clear record of what everyone agreed to and who does what next.

A facilitated workshop for your team · Leadership, business stakeholders, and data teams

You have a specific manual process and want to know whether AI would actually help.

We walk through the process, run a small test, and decide whether it is worth further investment.

A bounded test of one workflow · The process owner and technical team

Customers search through ChatGPT or Gemini, but you do not know whether they will find your business or how it will be described.

I test real customer questions, your website, and public sources, then show you what is worth improving.

One-time audit · Leadership, marketing, and web teams

Describe your situation.
Tell me what your company is dealing with and what you want to change.
Choose the next step.
We discuss the current setup and choose where working together can make the most difference.
Agree on the scope.
Before we start, we agree on the goal, people, materials, deliverables, timing, price, and any follow-up work.