If your business is not doing A/B testing, the first thing you should do is start, now. For those that are, there can be some misinterpretations of the numbers you receive from your testing tool. The last thing you want to do is run a test, declare a winner, and find out later that it doesn’t have any benefit to growing your business.
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Stopping A/B Tests: How Many Conversions Do I Need?