Why founders should use RATS vs. MVPs
“Riskiest Assumption Testing (RAT)" can beat MVPs. Here's how.

What is a RAT?

A rat is a rodent that resembles a large mouse. But in the startup world, Riskiest Assumption Testing (RAT) is a feedback loop thats used primarily for working through your product development assumptions.

You start by 1/ Looking to learn something --> 2/ Building something to learn from --> 3/ Measuring things from the thing you built --> 4/ Rinse and repeat

Until you either support the assumption you had OR you learn something net-new so you make new assumption to learn from.

But beyond product development, I’m making the case that RATs can be applied to other functions like culture, management, investor relations, like I have. At its core its a vehicle to systematically kill your bad ideas while gaining validation (and momentum!) for the winners. And that’s something every person does at work.


Why Founders Should Use RATs Vs. MVPs

RATs tend to do better than MVPs, especially for early stage companies because:

Reason 1/ They force the team to get aligned before any work happens.

No Figma mockups. No no-code MVPs. Not before we all get aligned as a very small team with no time, no budget.

Reason 2/ They put the open questions that your market, your investors, your employees are asking in front.

Even if they don’t come out and say it, the people you’re building with and for are asking these questions (or realistically, complaining about them behind your back). Do yourself a favor and get ahead of it. You’ll be much better off when you have data to support your decisions.

Reason 3/ They can define the things you CAN’T be wrong about

You probably already know the things you’re assuming about your market, your product, your competitors. So this is not a question of “What are the assumptions?” but one of “Which are the assumptions I should be focused on right now?”

Rather than prescribe an entire algorithm to figure that out, the rule of thumb I tend to use is “What can we NOT be wrong about?” That really helps boil down where you should spend your time validating assumptions quickly.

Reason 4/ They are a great forcing function for alignment & speed

We all have amazing product instinct (right?). But RATS make you “prove” your gut instinct is on track. If not, you still can win because it’s a fantastic method for capturing structured learning with an applicable output (e.g., your product, your team, your fundraise, etc.).

RAT Examples: For example, here are some RATs for both real and fictional companies:

(Table here)

Note: The RATs above should be even more pointed, assessing 1 assumption at a time. All of the examples have multiple variables which can lead to confounding results.

How to Make a RAT

Below is a small cheat sheet to get you started.

  1. List all of the assumptions you are making about the thing you are building (your product, your team, your company).
  2. Ask yourself “What can I NOT be wrong about?” to whittle it down to the important ones. Do it 3 times to get it to 1 - 3 things.
  3. Pick one and go deeper on
  4. What data you have to support this assumption
  5. What data would you NEED to support this assumption further
  6. Figure out how to collect that data quickly without spending lots of time and money (if you can help it)
  7. Start collecting data!

That’s it*! You’re an expert!


*The word “it” is holding a lot of weight in this sentence. But that’s enough to get you into trouble.

RAT Examples

Here are a few RATS to inspire you. For ease of understanding, I've limited to brand name products that many have used or heard: 

  • Airbnb: Users ("Hosts") will let strangers ("Guests") stay in their homes.
  • Uber: Strangers ("Riders") will happily get inside a strangers ("Driver") car.
  • Apple: Customers will pay $1,000+ for a new phone.
  • Cryptocurrency: People will trust a decentralized currency to hold its value.

PRO-TIP: Don’t make your RATs convoluted. The more focused, the better. Think about it like a product/business-centered scientific hypotheses as a mental model. What are your variables? What are you testing for?

Additional Reading

https://medium.com/mindsea-development-inc/why-your-rat-riskiest-assumption-test-is-the-real-mvp-177d66cde3e1

https://uxdesign.cc/riskiest-assumption-canvas-73ec0e2e0abc

https://userpeek.com/blog/riskiest-product-assumptions/