Interpretability is crucial because it allows marketers to make informed decisions. By understanding the factors that contribute to the success or failure of a campaign, marketers can optimize future campaigns, improve open rates, click-through rates, and ultimately drive more conversions. Without interpretability, marketers would be working in the dark, making it challenging to achieve consistent results.