
Why Most A/B Tests Fail (And How to Fix Yours)
95% of A/B tests end inconclusively. The problem isn't your traffic - it's your methodology. Here are the five mistakes killing your experiments.
Michał Pogoda-Rosikoń
Founder · 2026-04-10
Deep dives into A/B testing methodology, conversion optimization, and the engineering behind autonomous experimentation.

I spent 3 months testing every major conversion rate optimization tool. Here's what actually works, what's overpriced, and what I'd pick for different budgets.
Michał Pogoda-Rosikoń
2026-04-14

A/B testing isn't complicated, but most people get it wrong. Here's exactly how to run your first test - from picking what to test to reading results.
Michał Pogoda-Rosikoń
2026-04-12

I've optimized hundreds of landing pages. Most advice is generic fluff. Here are the 7 changes that consistently produce measurable conversion lifts.
Michał Pogoda-Rosikoń
2026-04-08

You have limited traffic and unlimited ideas. Here's the framework I use to decide what to test first - and the tests that are almost always a waste of time.
Michał Pogoda-Rosikoń
2026-04-06

Two statistical frameworks, one goal. We break down when to use each approach - and why the debate matters less than you think.
Michał Pogoda-Rosikoń
2026-04-05

These terms get used interchangeably, but they're different approaches with different traffic requirements. Here's when to use each one.
Michał Pogoda-Rosikoń
2026-04-04

Your copy is the highest-leverage element on your page. Here's a systematic framework for testing headlines, CTAs, and value propositions.
Michał Pogoda-Rosikoń
2026-03-28

Client-side A/B testing tools cause layout shift and flash of original content. We eliminated both by moving variant injection to Cloudflare Workers.
Michał Pogoda-Rosikoń
2026-03-20

A B2B SaaS company was stuck at a 2.3% conversion rate. Three rounds of AI-generated copy tests pushed it to 3.2% in six weeks.
Michał Pogoda-Rosikoń
2026-03-15

P-values, confidence intervals, significance levels - decoded for product teams. No PhD required.
Michał Pogoda-Rosikoń
2026-03-10