Prove it before you build it.

Viable tests product ideas, messaging, and features with real and simulated users so you can see what people actually respond to — before you invest.

AI changed how products are built.

The problem is knowing what's worth building.

Teams can build faster than ever—generating ideas, features, and products in days instead of months.

But one thing hasn't changed:

Understanding what customers actually want still requires real validation.
Faster iteration amplifies wrong assumptions
Confident teams scale ideas that don't resonate
Roadmaps move forward before customer truth catches up

Speed isn't the advantage anymore.

Direction is.

How it Works

Audiences → Ads → Landing Pages → Results

Audiences → Ads → Landing Pages → Results
Generate landing pages + ads instantly
Test with real and simulated audiences
See what customers actually respond to
See how AI + validation work

Test ideas before you build them.

Quickly validate product ideas, messaging, and features using real market behavior - not assumptions.

1
Discover or bring your audience

Use your own audience, upload a customer list, or let Viable identify the right people to test with.

2
Launch a test in minutes

Create landing pages and ads to see how poeple respond to your idea, messaging, or feature.

3
See what actually works

Track clicks, engagement, and conversions to understand what people truly want.

Generation alone doesn't reveal what customers actually want.
Viable detects the behavioral signals that matter.

A product built for continuous validation.

This isn't research. It's a system. A continuous loop that turns exploration into evidence—and evidence into direction.

The result: faster exploration, clearer decisions.

See how AI + validation work

Two ways to understand what customers want.

Some questions can be answered instantly.
Others require real human behavior.

Viable uses both—at the right time.
Simulated Users

(AI Generated)

Fast, directional signal

Test directions
Compare messaging
Explore early ideas
Real Users

(Human)

Real behavior and proof

Validate what resonates
Surface objections
Confirm decisions

The Viable Validation Stack

Use simulated for speed.
Use real for proof.
Start your first test

Where Teams Use Viable

See how teams in different industries use Viable to validate ideas before committing resources.

Product Managers

Common Problem

Product managers constantly balance feature requests, roadmap pressure, and limited development resources - often without clear evidence of what customers actually want.

How Viable Helps

Viable lets PMs test feature ideas, concepts, and usability early so they can prioritize the roadmap with real customer signals instead of assumptions.

SaaS Marketing Teams

Common Problem

Marketing teams invest heavily in campaigns and landing pages without knowing which messaging will actually resonate with their target audience.

How Viable Helps

Viable tests positioning, landing pages, and ad messaging with real and simulated audiences to reveal which value propositions drive engagement and conversion.

Founders, Investors & Builders

Common Problem

Early-stage teams must make critical product decisions quickly — often without access to formal research resources or large testing budgets.

How Viable Helps

Viable gives founders fast feedback on product, ideas, markets, and messaging so they can validate demand before writing code of committing significant capital.

Real teams. Real decisions. Real proof.

Explore faster. Commit smarter.

Speed builds products. Intent decides what survives.