How do you handle tone data when speakers disagree with each other?

I am analysing tone in a small group of speakers and finding that they do not agree on the pitch contours for the same words.

I am not sure whether this reflects real variation, my elicitation method, or a problem with the recordings.

How do you decide when speaker disagreement is meaningful data rather than noise?