Small Experiments Beat Big Assumptions

A man examines plants in a garden, illustrating the value of testing ideas through small experiments instead of relying on assumptions.

The beginning of an idea is mostly assumptions.

We think people have the problem. We think they will care about our solution. We think they will pay. We think we can reach them. We think the economics will work.

The dangerous thing is building a large organization on top of those assumptions before testing them.

I prefer small experiments.

What is the most important thing we do not know?

Then: what is the smallest credible test that could teach us something about it?

If the uncertainty is demand, talk to customers or sell before building everything.

If it is technical feasibility, build the narrowest prototype that proves the difficult part.

If it is distribution, test the channel.

If it is pricing, ask for money rather than compliments.

A good experiment does not need to prove the whole venture. It needs to reduce an important uncertainty.

Then the next experiment can be larger because you are building on evidence rather than hope.

This connects directly into Venture Building. I think of the early journey as a sequence of earned commitments: conversation → prototype → pilot → customer → revenue → repeatability.

Each step should make the next investment of time or capital more intelligent.

Chad McMillan, creative entrepreneur and strategic advisor
Chad McMillan

Chad McMillan is a creative entrepreneur and strategic advisor with over 20 years of experience in and around the capital markets, focused on finding hidden potential in companies, ideas, markets and people, and advancing what they can become.

Leave a comment

Comments will be approved before showing up.


Continue Exploring

A behind-the-scenes production setting with a camera operator, illustrating the importance of matching an idea with the right vehicle.
The Right Vehicle for an Idea: Build It, Partner It, License It, Sell It or Let It Wait

A good idea does not automatically require a new company. Different ideas deserve different vehicles: operating ventures, partnerships, licensing, IP sales, creative projects or simply more time.
Read More
A man sits thoughtfully at a table, illustrating how AI is shrinking the distance between an idea and a practical experiment.
AI Is Collapsing the Cost of Testing Ideas

AI matters to me less as a novelty than as a change in the economics of experimentation. Individuals and small teams can now test certain ideas faster and more cheaply than was recently practical.
Read More
A man stands in a vivid purple hallway, illustrating how limited resources and constraints can encourage greater creativity.
Constraints Can Make You More Creative

Unlimited options can create paralysis. Constraints force prioritization, combinations and unconventional solutions—and can become a surprisingly powerful creative tool.
Read More
A man looks across the Vancouver skyline, illustrating the process of refining an idea until it is strong enough to become a business.
How I Decide Whether an Idea Is Worth Pursuing

I do not need every idea to become a company. I want to understand the problem, timing, differentiation, feasibility, economics, my own advantage and the right vehicle before deciding what an idea deserves.
Read More