The SegmentOS logo, featuring 'Segment' in black text and 'OS' in a vibrant color gradient.
The SegmentOS logo, featuring 'Segment' in black text and 'OS' in a vibrant color gradient.
The SegmentOS logo, featuring 'Segment' in black text and 'OS' in a vibrant color gradient.

Dec 10, 2025

The MVT (Minimum Viable Test) vs. MVP: What's the Difference?

The MVP is dead. Long live the MVT.


For years, the "Lean Startup" methodology taught us to build a Minimum Viable Product (MVP). But somewhere along the way, MVPs got bloated. Founders started spending 6 months and $50k just to launch an "MVP."


That isn't an MVP. That's just a Product.


Before you write code, you need an MVT (Minimum Viable Test).


What is an MVT?


An MVT is the smallest possible experiment to validate a specific hypothesis. It is not a product. It is a question.

  • MVP: Building a beta version of a food delivery app. (Cost: $20k, Time: 3 Months).


  • MVT: Running a survey to see if people in your zip code actually want food delivery from local restaurants. (Cost: $119, Time: 48 Hours).


Why Start with MVT?

  1. Speed: You learn in days, not months.


  2. Cost: You risk hundreds, not thousands.


  3. Objectivity: An MVP is your "baby"—you want it to succeed. An MVT is just data—you can accept the results without ego.


Abstract digital sunrise symbolizing the discovery of new market research insights.
The SegmentOS logo featuring vibrant, puffy 3D letters 'OS'.

Stop Guessing. Start Building.

Turn your assumptions into answers. Our platform provides the clear, actionable insights you need to build products that people truly want, without the enterprise-level budget or complexity.

Get answers in as little as 48 hours

Access high-quality, targeted audiences

Confident, data-driven decisions.

Abstract digital sunrise symbolizing the discovery of new market research insights.
The SegmentOS logo featuring vibrant, puffy 3D letters 'OS'.

Stop Guessing. Start Building.

Turn your assumptions into answers. Our platform provides the clear, actionable insights you need to build products that people truly want, without the enterprise-level budget or complexity.

Get answers in as little as 48 hours

Access high-quality, targeted audiences

Confident, data-driven decisions.

Abstract digital sunrise symbolizing the discovery of new market research insights.
The SegmentOS logo featuring vibrant, puffy 3D letters 'OS'.

Stop Guessing. Start Building.

Turn your assumptions into answers. Our platform provides the clear, actionable insights you need to build products that people truly want, without the enterprise-level budget or complexity.

Get answers in as little as 48 hours

Access high-quality, targeted audiences

Confident, data-driven decisions.

Abstract digital sunrise symbolizing the discovery of new market research insights.
The SegmentOS logo featuring vibrant, puffy 3D letters 'OS'.

Stop Guessing. Start Building.

Turn your assumptions into answers. Our platform provides the clear, actionable insights you need to build products that people truly want, without the enterprise-level budget or complexity.

Get answers in as little as 48 hours

Access high-quality, targeted audiences

Confident, data-driven decisions.

The MVT Workflow

  1. Hypothesis: "People want X."


  2. Test: Run a SegmentOS survey or a landing page smoke test.


  3. Data: 70% say "No."


  4. Action: Pivot before you build.


Real Life Example: We didn't build our platform until we ran an MVT. Read How We Used SegmentOS to Validate SegmentOS.


Don't build an MVP to see if they will come. Run an MVT to see why they should.

THIS BLOG WAS WRITTEN BY

Patricio is a marketing strategist with over 7 years of experience leading brand operations and go-to-market execution for world-class companies like Angi and the Fortune 500 Novartis.


Having managed multi-million dollar budgets, he saw firsthand how a lack of fast, affordable market feedback consistently stalled innovation.


He co-founded SegmentOS to build the tools he wished he had, using his expertise in AI and scalable systems to democratize data for every builder.


Connect with Patricio on LinkedIn.

THIS BLOG WAS WRITTEN BY

Patricio is a marketing strategist with over 7 years of experience leading brand operations and go-to-market execution for world-class companies like Angi and the Fortune 500 Novartis.


Having managed multi-million dollar budgets, he saw firsthand how a lack of fast, affordable market feedback consistently stalled innovation.


He co-founded SegmentOS to build the tools he wished he had, using his expertise in AI and scalable systems to democratize data for every builder.


Connect with Patricio on LinkedIn.

Patricio Luna, Co-Founder and Chief Executive Officer of SegmentOS.

THIS BLOG WAS WRITTEN BY

Patricio is a marketing strategist with over 7 years of experience leading brand operations and go-to-market execution for world-class companies like Angi and the Fortune 500 Novartis.


Having managed multi-million dollar budgets, he saw firsthand how a lack of fast, affordable market feedback consistently stalled innovation.


He co-founded SegmentOS to build the tools he wished he had, using his expertise in AI and scalable systems to democratize data for every builder.


Connect with Patricio on LinkedIn.

THIS BLOG WAS WRITTEN BY

Patricio is a marketing strategist with over 7 years of experience leading brand operations and go-to-market execution for world-class companies like Angi and the Fortune 500 Novartis.


Having managed multi-million dollar budgets, he saw firsthand how a lack of fast, affordable market feedback consistently stalled innovation.


He co-founded SegmentOS to build the tools he wished he had, using his expertise in AI and scalable systems to democratize data for every builder.


Connect with Patricio on LinkedIn.

Patricio Luna, Co-Founder and Chief Executive Officer of SegmentOS.

Frequently Asked Questions (FAQ)

Does a landing page count as an MVT?

Yes. A "Smoke Test" landing page is a classic MVT. If you collect emails before the product exists, you are testing demand (MVT) without building the supply (MVP).

How much does an MVT cost compared to an MVP?

An MVT (like a survey or ad test) usually costs between $100 - $500. An MVP (software development) usually costs $15,000 - $50,000+. The MVT is an insurance policy for your MVP.

Can I raise investment with just an MVT?

In the current market, yes. Investors prefer to see validated data (e.g., "We have 500 people on a waitlist and survey data proving pain points") over a buggy prototype with zero users.

What tools do I need to run an MVT?

You need a survey tool (like SegmentOS) to validate the problem, and a landing page builder (like Carrd or Webflow) to validate the solution.

How do I know if my MVT passed or failed?

You must set a "Success Metric" before you start. (e.g., "We need a 15% conversion rate on the waitlist"). If you don't define success early, you will be tempted to move the goalposts later.

Don’t find the answer? We can help.

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B2C Validation

$119

/validation

For testing ideas with a consumer audience.

Features Included:

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    150 Consumer Responses

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    Advanced Demographic Targeting

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    ~4 Customizable Questions

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B2B Validation

$199

/validation

For testing with a professional audience.

Features Included:

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    120 Professional Responses

  • Icon

    Advanced Firmographic Targeting

  • Icon

    ~4 Customizable Questions

  • Icon

    Interactive Results Dashboard

  • Icon

    Full Data Export

Most Popular

B2C Validation

$119

/validation

For testing ideas with a consumer audience.

Features Included:

  • Icon

    150 Consumer Responses

  • Icon

    Advanced Demographic Targeting

  • Icon

    ~4 Customizable Questions

  • Icon

    Interactive Results Dashboard

  • Icon

    Full Data Export

B2B Validation

$199

/validation

For testing with a professional audience.

Features Included:

  • Icon

    120 Professional Responses

  • Icon

    Advanced Firmographic Targeting

  • Icon

    ~4 Customizable Questions

  • Icon

    Interactive Results Dashboard

  • Icon

    Full Data Export

Trusted by Founders and Builders

Trusted by Founders and Builders

Trusted by Founders and Builders

Don't just take our word for it. Here’s how real entrepreneurs are using SegmentOS to build with confidence and reduce risk

Don't just take our word for it. Here’s how real entrepreneurs are using SegmentOS to build with confidence and reduce risk

Don't just take our word for it. Here’s how real entrepreneurs are using SegmentOS to build with confidence and reduce risk

"SegmentOS gave us the confidence we needed to move forward with our pivot. The feedback was fast, affordable, and incredibly insightful. We avoided a costly mistake and found our product-market fit faster."

Gerardo Vivanco

Founder, Klaro AI

4.5 - Excellent

"SegmentOS gave us the confidence we needed to move forward with our pivot. The feedback was fast, affordable, and incredibly insightful. We avoided a costly mistake and found our product-market fit faster."

Gerardo Vivanco

Founder, Klaro AI

4.5 - Excellent

"SegmentOS gave us the confidence we needed to move forward with our pivot. The feedback was fast, affordable, and incredibly insightful. We avoided a costly mistake and found our product-market fit faster."

Gerardo Vivanco

Founder, Klaro AI

4.5 - Excellent

"SegmentOS gave us the confidence we needed to move forward with our pivot. The feedback was fast, affordable, and incredibly insightful. We avoided a costly mistake and found our product-market fit faster."

Gerardo Vivanco

Founder, Klaro AI

4.5 - Excellent

"We were debating a new ad campaign and used SegmentOS to test our messaging. The insights we got from the marketing panel were invaluable and directly led to a higher conversion rate on launch day."

Sofía Miñaro

Senior Marketer

5 - Excellent

"We were debating a new ad campaign and used SegmentOS to test our messaging. The insights we got from the marketing panel were invaluable and directly led to a higher conversion rate on launch day."

Sofía Miñaro

Senior Marketer

5 - Excellent

"We were debating a new ad campaign and used SegmentOS to test our messaging. The insights we got from the marketing panel were invaluable and directly led to a higher conversion rate on launch day."

Sofía Miñaro

Senior Marketer

5 - Excellent

"We were debating a new ad campaign and used SegmentOS to test our messaging. The insights we got from the marketing panel were invaluable and directly led to a higher conversion rate on launch day."

Sofía Miñaro

Senior Marketer

5 - Excellent