Blog / Technology

Nobody wants to buy a simulation in parts

The Apple I was a bare circuit board. The Apple II came in a case and just worked. Consumer simulation is at the Apple I stage today, and the brands using it want to buy the whole thing.

By Olle Söderlund, founder of Hugo · September 24, 2026 · 4 min read

In 1976 the Apple I was sold as a bare circuit board. If you bought one, you still had to find a case, a keyboard, a power supply and a screen, then put it all together yourself. The people who did that were hobbyists, and there were not many of them.

Apple's first big order came from Paul Terrell, who ran the Byte Shop in Mountain View. He agreed to take 50 units on one condition: they had to arrive fully assembled. His customers did not want a kit. They wanted to take a computer home and use it.

A year later the Apple II shipped in a plastic case with the keyboard and power supply built in. You plugged it into a TV and it worked. That machine built the company.

Consumer simulation is at the Apple I stage today.

The parts already work

Consumer simulation works well enough to be useful. You describe an audience, ask how it will react to a product, a price or a campaign, and get an answer in minutes that often matches what real people do later. A traditional study answering the same question takes six weeks and comes back as a deck.

That is real progress, and Hugo is built on it.

An answer is only one part of a decision

Look at what happens after the answer arrives. Someone had to know which question to ask in the first place. Someone has to read the answer, judge it, and work out what it means for the range, the buy or the next campaign. Then a team has to agree, write it up and change something.

That is most of the work. In most consumer brands it is done by researchers, planners and marketers over weeks of meetings. A faster answer speeds up one step and leaves the others where they were. You still have to find the case, the keyboard and the power supply, and assemble them yourself.

There is a second problem. A simulation only runs when someone thinks to ask it something. The changes that matter most are often the ones nobody asked about, like a customer group starting to wear something different months before it shows up in sell-through.

Brands want to buy the outcome

Nobody running a consumer brand wants a better place to type questions. They want to sell more of the right products, waste less on the wrong ones, and spend the marketing budget where their customers already are.

What they want is an agent that understands their customers, does the research and the simulations itself, and turns what it finds into changes that make the business better. They want to buy the agent and have it start working.

At Hugo, you buy the agent and plug it in

We build consumer simulations and the technology to predict what consumers will do next. Then we give all of that to an agent that does the work.

Take a marketing agent. It sits inside your marketing team, knows your customers and runs the simulations itself. It tells the team what to do next in the places they already work, like Slack and Teams. Nobody has to remember to open a separate platform.

The same goes for a product agent working with the product team, or an inventory agent working with planning. Each one uses the same simulations and applies them to a different part of the business.

You don't need a research team to run it, and you don't need to translate its answers into actions. You buy it, plug it in, and it starts working.

The simulation is still there. It is the part inside that makes the agent useful, the way the circuit board sat inside the Apple II.

The people who make the calls stay

A marketing lead still owns the plan, and a planner still owns the buy. What changes is where their time goes: no more waiting on studies or turning decks into actions, and more time on the decisions only they can make.

A test you can run

Bring us a decision from last season whose outcome you already know. We will show you what Hugo would have said, and when.

Frequently asked questions

What is a consumer simulation agent?

An agent that simulates how a specific customer group will react to products, prices and campaigns, and then acts on what it finds inside the business, without waiting for someone to ask.

How is that different from a simulation you query?

A simulation you query answers the question you asked. An agent decides what to ask, runs the simulation every day, and brings the result to your team where it already works.

How is it different from traditional consumer research?

A panel or agency study answers one question, usually arrives after the decision window, and returns a document a team still has to turn into action. Hugo runs every day and ends in a decision.

Does the agent act without approval?

That is set with each brand, decision by decision.

See the agent work on your brand.

Bring a decision from last season and we will show you what Hugo would have said.