Dietly Research
Measure the messy parts.
Transparent measurements from the catalog behind DietlyAPI. We publish definitions, limitations and enough methodology to understand every number, without releasing record-level food data.
Catalog report ยท July 2026
Inside 4.75 million food records
How much of a real-world nutrition catalog has complete macros, images, barcodes, serving sizes and usable metadata? A measured snapshot of Dietly's production catalog.
Read the report →55.3%contain all four core nutrition fields
Our publishing rule: findings must come from a dated measurement, definitions must be visible, and field presence must never be presented as proof that a label is correct.