Structure Beats Estimation
Reliable nutrition reporting comes from structured inputs, not post-hoc estimates. Planner entries with serving intent produce more useful totals than manual rough logging.
Consistency across days is more valuable than occasional perfect precision.
Daily Cards vs Advanced Views
Daily cards should show fast macro snapshots for decision support. Advanced views should expose full nutrient breakdown for deeper planning.
Keeping both layers avoids overloading users while preserving depth for power users.
- Daily macros for quick corrections.
- Per-day nutrient breakdown for detail checks.
- Weekly summary for trend-level decisions.
Quality Inputs Create Quality Outputs
Missing servings, incomplete ingredients, and vague units degrade nutrition quality quickly. Creator standards and verification improve downstream nutrition reliability.
Nutrition accuracy is a product-wide discipline, not a single feature.
Use Weekly Reviews To Adjust
End-of-week summaries are best used for trend correction: adjust portion sizes, swap high-friction meals, and rebalance macro-heavy days.
This loop turns data into practical weekly improvements.