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The Desig Blog

Practical insights on A/B testing, design optimization, CRO strategy, and building data-driven design teams.

Winner detected The A/B Testing Handbook 2026 Edition
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The Complete A/B Testing Handbook for Design Teams in 2026

Everything you need to know about running rigorous design experiments — from hypothesis formation to statistical analysis. Includes 15 test templates, sample size calculator, and a results documentation framework.

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95% confidence Winner!

Why 95% Confidence Isn't Always Enough (And When to Use 99%)

A deep dive into statistical significance thresholds, false positive rates, and when raising the bar from 95% to 99% confidence is worth the extra sample size.

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Mobile CTA Test Shop Now → vs Explore Collection Winner: +44% CTR

5 CTA Copywriting Tests That Consistently Beat the Control

We analyzed 200+ CTA tests across the Desig platform. Here are the copy patterns that most reliably outperform generic button text.

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Personalization Engine Segment A Seg. B Seg. C Contextual targeting

From A/B Testing to Personalization: The Natural Evolution of Optimization

How to use A/B test learnings to build audience segments and eventually serve personalized experiences at scale — without losing statistical rigor.

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Test Velocity T T T W T 4 tests/month optimal velocity T = Testing · W = Winner

How to Build a High-Velocity Testing Culture in Your Organization

The companies that win at optimization run more tests, not just better tests. Here's how to build the culture, processes, and buy-in needed for 4+ tests per month.

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Heatmap Analysis Red = high engagement

Using Heatmaps to Generate Better A/B Test Hypotheses

Heatmaps aren't just for looking at where users click — they're a goldmine of test ideas. Learn how to translate heatmap data into prioritized, high-impact test hypotheses.

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