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

  1. 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.
  2. Feast - Caloric Intelligence — Apple App Store Accessed August 1, 2026.
  3. NCI Dietary Assessment Primer — NCI Accessed August 1, 2026.
  4. FoodData Central download datasets — U.S. Department of Agriculture Accessed August 1, 2026.