Lean Performance Lab LPL

Do I need to count calories to lose weight?

No, but you need some way to know: people who track consistently lose more, and anything that keeps intake honest works.
Evidence Moderate Reviewed Sources 3

Tracking is a tool for seeing what you actually eat, and the research is about that habit, not about the app. People are consistently bad at guessing portions, and the gap widens the more there is to lose.

Alternatives that work on the same principle: eating a repeating set of meals, weighing yourself regularly and adjusting from the trend, or tracking only on weekdays. Pick one, give it two to three weeks, and judge it by the trend rather than by how precise it feels.

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Sources 3