Yes, this time it is digital so it's hopeless and since someone may get into a long dispute over product placements, every app should be equally likely to be bringing in protocols that are purely for ads. The only solution is to let the distributor just remove all information that might inform our decisions.
Here is the FDA's rules for the term "lite":
https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfcfr/CFR...
Certainly not perfect, but better than if the next time a product at whole foods gets caught in a fraud we let Amazon remark everything as "food".