CRO & Testing

Hold-out groups

You regularly run A/B tests on the design of a pop-up. You have a process, implement it correctly, find statistically significant winners, and roll out winning versions sitewide.

Your tests answer every question except one: Is the winning version still better than never having shown a pop-up?

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Artificial Intelligence is powerful and will open doors we don’t even know exist at the moment. But there are some steps you can take today to ensure that you are making the most of this new capability and are not left behind.

As this is such a nascent area, it serves to begin with a brief description of Artificial Intelligence and Machine Learning. My assumption is that you have read a dozen different definitions and should be curious about which applies to this particular essay.

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There’s nothing that always works and pretty much nothing that never works either. Websites are highly contextual.

That being said, there are tests that tend to have a very high win rate. These are the test ideas that, while they don’t work 100% of the time, work more often than not.

Naturally, everything depends on the specific implementation — a good idea implemented poorly will not yield any results.

The following 20 testing ideas come from our own client-based research done over the years.

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AI agents for B2B marketing

Automate content, SEO, and ads. Add buyer strategy, content funnels, apps, and AI readiness.

This program is designed to keep you up-to-date with B2B marketing and AI.

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