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Given how badly I’ve seen a/b tests being conducted at multiple companies, I’m not sure I’d assume anything from competitors works particularly well.

I can guarantee from my experience that most internet marketing practices are determined by the blind leading the blind.

Certainly my experience as well.

Would concur 100% on "blind leading the blind" here.