The Food Recognition Assistance and Nudging Insights (FRANI) AI–assisted dietary assessment accurately estimated nutrient intakes compared with weighed records. These estimates were at least as accurate as those collected through 24-hour recall. Further improvements in food recognition and portion estimation using FRANI could reduce errors and improve nutrient intake estimations.