- Sugar, salt, saturated fat, fiber, protein, and energy all matter
- Weak nutrition evidence lowers confidence rather than being hidden
Understand what is inside a product before you compare it.
Search foods, paste a barcode, and see five separate layers for health, processing, label information quality, environmental evidence, and source confidence.
How it works
A barcode lookup becomes a structured quality readout
Dimensions
5
Health, processing, labels, environment, confidence
Source
3M+
Open Food Facts remains the factual layer
Barcode-first flow
Fetch product facts, normalize the record, derive food features, and score each dimension without hiding uncertainty.
What makes this useful
Built for food facts, not checkout funnels
The product is intentionally centered on factual food discovery, ingredient clarity, and confidence-aware comparison instead of marketplace noise.
- Five layers stay separate on purpose
- Low-confidence records remain visible, but clearly marked
- Local contribution flow improves products without forcing direct OFF writes
Domain logic stays separate from source fetching and UI rendering.
Five score layers, kept separate on purpose
The product can look strong in one area and weak in another. The app preserves those trade-offs instead of compressing them into a vague all-in-one number.
- Additives and ultra-processed markers matter
- Long ingredient lists are handled cautiously, not moralistically
- Eco evidence stays indicative, not absolute
- Confidence warns when source data is sparse or inconsistent
Recommended for quality
Start with products that already show stronger quality signals
These picks balance health, processing, label information quality, and source confidence so discovery starts from stronger evidence.
Perdue GROUND CHICKEN BREAST
Food. Ingredients: GROUND CHICKEN BREAST MEAT, VINEGAR, ROSEMARY EXTRACT. Evidence quality: high
84/100
nutrition score
Balanced nutritionLower processing burden
Score summary
84
Nutrition score
Strong
processing is the strongest signal right now, while environmental signal needs the most caution.
Strongest: ProcessingWeakest: Environmental signal
Data confidence
88/100
high reliability
high confidence from label, nutrition, and source coverage
siggi's Plain Skyr
Dairies. Ingredients: Pasteurized skim milk, live active cultures: live active cultures: s. thermophilus, l. delbrueckii subsp. bulgaricus, b. lactis, l. acidophilus, l. delbrueckii subsp. lactis. Evidence quality: high
82/100
nutrition score
Balanced nutritionLower processing burden
Score summary
82
Nutrition score
Strong
processing is the strongest signal right now, while environmental signal needs the most caution.
Strongest: ProcessingWeakest: Environmental signal
Data confidence
83/100
high reliability
high confidence from label, nutrition, and source coverage
GOYA Pinto Beans
Plant-based. Ingredients: PINTO BEANS, WATER, SALT, CALCIUM CHLORIDE ADDED AS A FIRMING AGENT AND CALCIUM DISODIUM EDTA ADDED TO PROMOTE COLOR RETENTION.. Evidence quality: high
82/100
nutrition score
Balanced nutritionWell-documented label
Score summary
82
Nutrition score
Strong
nutrition profile is the strongest signal right now, while processing needs the most caution.
Strongest: Nutrition profileWeakest: Processing
Data confidence
79/100
high reliability
high confidence from label, nutrition, and source coverage
Catelli Bows / Boucles
Plant-based. Ingredients: semolina (wheat), fibre bale davoine, niacin, iron (ferrous sulfate), thiamin mononitrate, riboflavin, folic acid, may contain egg,. Evidence quality: high
80/100
nutrition score
Balanced nutritionLower processing burden
Score summary
80
Nutrition score
Strong
processing is the strongest signal right now, while environmental signal needs the most caution.
Strongest: ProcessingWeakest: Environmental signal
Data confidence
85/100
high reliability
high confidence from label, nutrition, and source coverage
Marketside Green Beans
Plant-based. Ingredients: GREEN BEANS. Evidence quality: high
80/100
nutrition score
Balanced nutritionLower processing burden
Score summary
80
Nutrition score
Strong
processing is the strongest signal right now, while environmental signal needs the most caution.
Strongest: ProcessingWeakest: Environmental signal
Data confidence
81/100
high reliability
high confidence from label, nutrition, and source coverage
The Snack Artist White Corn Kernels
Undefined. Ingredients: POPCORN. Evidence quality: high
80/100
nutrition score
Balanced nutritionLower processing burden
Score summary
80
Nutrition score
Strong
processing is the strongest signal right now, while environmental signal needs the most caution.
Strongest: ProcessingWeakest: Environmental signal
Data confidence
81/100
high reliability
high confidence from label, nutrition, and source coverage
Oikos Triple Zero Vanilla
Dairies. Ingredients: Cultured grade a non fat milk, chicory root fiber, water, contains less than 1% of natural flavors, stevia leaf extract, malic acid, sodium citrate, fruit juice and beta carotene (for color), sea salt, vitamin d3.. Evidence quality: high
80/100
nutrition score
Balanced nutritionStrong evidence coverage
Score summary
80
Nutrition score
Strong
nutrition profile is the strongest signal right now, while processing needs the most caution.
Strongest: Nutrition profileWeakest: Processing
Data confidence
81/100
high reliability
high confidence from label, nutrition, and source coverage
Barilla Protein+ Rotini
Plant-based. Ingredients: Semolina (wheat), durum wheat flour, lentil flour, pea protein, chickpea flour. Barley flour, spelt flour. Evidence quality: high
80/100
nutrition score
Balanced nutritionLower processing burden
Score summary
80
Nutrition score
Strong
processing is the strongest signal right now, while environmental signal needs the most caution.
Strongest: ProcessingWeakest: Environmental signal
Data confidence
77/100
high reliability
high confidence from label, nutrition, and source coverage
OIKOS TRIPLE ZERO BLENDED GREEK YOGURT
Dairies. Ingredients: Cultured grade A non fat milk, water, natural flavors, contains less than 1% of tapioca starch, stevia leaf extract, lemon juice concentrate, sea salt, vitamin D3, yogurt cultures: S. Thermophilus & L. Bulgaricus.. Evidence quality: high
78/100
nutrition score
Balanced nutritionWell-documented label
Score summary
78
Nutrition score
Strong
label quality is the strongest signal right now, while processing needs the most caution.
Strongest: Label qualityWeakest: Processing
Data confidence
85/100
high reliability
high confidence from label, nutrition, and source coverage
Popular searches
Jump in through search directions that already map well to the catalog
These search paths are warmed against the local catalog so the landing view can point users toward queries that already produce strong product sets.
Transparent food intelligence
Clarity before the choice.
Real product data, readable logic, and visible uncertainty. That makes comparison faster and decisions more grounded.
Better comparison
Products open up as separate signals instead of one blurry number.
- Five distinct layers
- From barcode to detail
- Less noise, more signal
Honest confidence
When data is thin or quality varies, you see it immediately.
- Missing data is clearly marked
- Low confidence does not pretend to be precision
- The logic stays traceable
Built with room to grow
The structure is made to absorb new data layers without breaking its foundation.
