While mammograms are generally safe, they do involve a small amount of radiation exposure. The risk of harm from this exposure is very low compared to the benefits of early cancer detection. Other potential risks include false positives, which can lead to unnecessary stress and additional testing, and false negatives, where cancer is not detected.