Growth experiment library

Proven experiment templates for product & UX growth

Tired of starting experiments from scratch? The Growth Experiment Library is your ready-to-use playbook of battle-tested product and UX experiment templates. Built from 100+ UX principles, product frameworks, and real-world SaaS wins, it gives you the inspiration and structure to launch smarter tests, fast.

What is it?

A curated, searchable library of growth experiments you can filter by product stage, funnel step, or UX principle. Each template includes a clear hypothesis, step-by-step execution guide, and expected impact, so you can spend less time brainstorming and more time shipping.

Why it matters?

Finding the right experiment can be harder than running one. The Growth Experiment Library ensures you’re pulling from validated, context-specific experiments instead of random ideas from blog posts. That means faster execution and higher win rates.

Who is it for?

Growth Co-Pilot adapts to the way you work, whether you’re leading a team, designing flows, or shipping experiments solo.

SaaS founders

Who want quick wins without reinventing the wheel

UX designers

Looking for proven ways to improve usability

Growth teams

Needing a shared source of experiment ideas

Indie hackers

Wanting plug-and-play growth tactics

How does it work?

Growth co-pilot turns your toughest product questions into clear, data-backed recommendations you can act on immediately.

1

Browse by goal

Activation, retention, monetization, or engagement

2

Filter by context

SaaS, mobile apps, onboarding, paywalls, checkout flows, etc.

3

Copy & customize

Adapt the template to your product and add it directly to the Kanban Tracker

What are the key benefits?

Everything you need to make smarter growth decisions, without the guesswork or wasted time.

Save weeks of research with pre-written experiment templates

Align your team with a standardized hypothesis format

Leverage proven growth tactics used by top SaaS and app teams

Quickly cross-reference with the UX principles behind each experiment

“Instead of spending a week figuring out what to test, we had 5 ready-to-go experiments in less than an hour.”

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