Experimentation & measurement for enterprise teams

Know what works.
Steer with confidence.

I build experimentation and measurement systems that help organizations optimize business objectives, protect revenue, and reduce hidden waste.

Zoé van Havre, Principal

What experimentation actually is

A way to know what caused what.

Organizations make thousands of changes. Experimentation separates real impact from coincidence, noise, and good storytelling.

Optimize business objectives

Measure whether changes actually improve the outcomes the business cares about.

Protect revenue

Catch harmful effects and unintended consequences before they become expensive.

Reduce hidden waste

Find the work, features, campaigns, and processes consuming resources without creating value.

The signal

A lighthouse doesn't steer the ship.
It makes the route visible.

Good experimentation does the same for a business. It gives teams and leaders reliable evidence to make better decisions, without taking those decisions out of their hands.

Teams stay autonomous. Leadership stays informed. Everyone navigates by the same signal.

What leadership gets.

01

Evidence for investment decisions

See what to scale, what to fix, and what to stop.

02

A fair link between effort and outcomes

Compare initiatives by measured impact, not visibility or politics.

03

Teams that move faster with alignment

When the signal is clear, teams can act independently and still move in the same direction.

Ways to work together.

Embedded advisory

The core engagement

Ongoing senior support to build and improve your experimentation and measurement system. Metric design, test quality, decision processes, program strategy, and the connection between team goals and business goals.

Experimentation system diagnostic

The starting point

A focused review of how your organization tests, measures, and decides. Delivered as a clear assessment of what can be trusted, where the risks are, and a prioritized roadmap for improvement.

Partner support for consulting firms

Specialist experimentation, measurement, statistical, and program-design depth for client engagements. Work can be delivered under the partner's brand or alongside their team.

Make the signal
clearer.

Bring me the question your organization cannot answer with confidence yet.