Decision questions for this workflow
Answer these with the current products open and your own representative use cases in view.
- Can every value be traced to a source record and dataset version?
- Who tests unit conversions, formula changes, and missing values?
- Do you need arbitrary analysis freedom or a maintainable mobile capture and coaching workflow?
Evidence boundary
The cited first-party documentation supports product behavior and positioning, not superior accuracy, behavior change, or health outcomes. No head-to-head result is asserted.
Limits and cautions
- Competitor details are summarized from first-party materials and were not independently audited feature by feature.
- Availability, prices, plan boundaries, and product behavior can change after the checked date.
- Nutrition estimates from any unweighed meal should be treated as estimates.
Sources and further reading
- Feast for iOS: current product behavior review — Feast Accessed August 1, 2026. Verified against the current iOS implementation and current public App Store listing. This is first-party product documentation, not an independent efficacy or accuracy study.
- Feast - Caloric Intelligence — Apple App Store Accessed August 1, 2026.
- NCI Dietary Assessment Primer — NCI Accessed August 1, 2026.
- FoodData Central download datasets — U.S. Department of Agriculture Accessed August 1, 2026.