Maheen Kanwal is a B2B SaaS and tech writer with 5+ years of experience crafting content that demystifies A/B testing, experimentation, and optimization, without losing the human touch. Backed by an MBA in HR & Marketing and a decade in people ops, she brings strategic empathy to complex tech topics. Her work appears in TestGorilla, Connecteam, Techopedia, Webopedia, Small Business Computing, and Technology Advice.
Isn’t multivariate testing just several A/B tests running at the same time? No. That’s one of the most popular myths about MVT. It’s much more nuanced than that. Unlike A/B tests that compare one change at a time, multivariate tests evaluate multiple variables and their combinations simultaneously. It’s an...
Applying UX best practices without testing is one of the most common and overlooked mistakes CRO teams make. It’s easy to assume familiar patterns or expert-backed design tips will boost conversions, but without validation, their true impact remains unknown. User experience best practices are a strong starting point, but...
Too often, teams gather UX research, analyze it, and then shelve it before it drives change. Their interviews, heatmaps, and tests produce insights but rarely evolve into experiments that move metrics. That disconnect isn’t just inefficient. It’s expensive. Great UX research should guide hypotheses, sharpen test design, and accelerate...
Test a button color. Change a headline. Call it progress. CRO used to mean small tweaks for quick wins. But in 2025, that approach no longer works. Users are more aware of how their data is collected. AI has flooded the web with generic content, clickbait funnels, and automated...
Most ecommerce teams optimize for speed. Few focus on trust. As privacy laws tighten and third-party cookies fade out, traditional CRO tactics are losing ground. Shoppers are becoming more cautious, expecting transparency, relevance, and a seamless experience—without feeling tracked. Instead of simply boosting click-through rate (CTR), modern CRO must...
