Nutrisiq

Food scoring intelligence

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Food scoring intelligence

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.

Popular:oat milkplain oatshazelnut spreadgreek yogurt

How it works

A barcode lookup becomes a structured quality readout

Dimensions

5

Health, processing, labels, environment, confidence

Source

OFF

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.

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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.
Dimensions

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.

Nutrition

Nutritional quality

Anchored in Nutri-Score and nutriments when available, then refined with fallback heuristics.

  • Sugar, salt, saturated fat, fiber, protein, and energy all matter
  • Weak nutrition evidence lowers confidence rather than being hidden

Formulation

Processing and formulation complexity

NOVA remains the anchor for processing, while formulation complexity stays clearly labeled as a heuristic signal.

  • Additives and ultra-processed markers matter
  • Long ingredient lists are handled cautiously, not moralistically

Trust

Labels, environment, and confidence

The app separates what the label contains, what environmental evidence exists, and how much you should trust the record itself.

  • 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.

Explore foods
Plant-based

Del Monte

Del Monte - Halve perziken op sap

Del Monte Del Monte - Halve perziken op sap packshot

Del Monte Del Monte - Halve perziken op sap

Plant-based. Ingredients: Demi-pêches, jus naturel. Evidence quality: high. Nutrition score is currently hidden

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nutrition score

Lower processing burdenWell-documented label

Main health score

Insufficient evidence

Insufficient evidence for a health score.

Processing

95/100

Processing score kept separate from health.

Environmental signal

79/100

Estimated environmental signal with limited precision.

Label information quality

86/100

Information quality of the label and product record.

Data confidence

84/100

Evidence quality across completeness, provenance, recency, and consistency.

high confidence from label, nutrition, and source coverage
View product
Dairies

Philadelphia

original cream cheese

Philadelphia original cream cheese packshot

Philadelphia original cream cheese

Dairies. Ingredients: pasteurized milk and cream, salt, carob bean gum, cheese culture. Evidence quality: high. Nutrition score is currently hidden

—

nutrition score

Well-documented labelStrong evidence coverage

Main health score

Insufficient evidence

Insufficient evidence for a health score.

Processing

15/100

Processing score kept separate from health.

Environmental signal

54/100

Estimated environmental signal with limited precision.

Label information quality

93/100

Information quality of the label and product record.

Data confidence

87/100

Evidence quality across completeness, provenance, recency, and consistency.

high confidence from label, nutrition, and source coverage
View product
Plant-based

Dave's Killer Bread

Organic Bagels Epic Everything

Dave's Killer Bread Organic Bagels Epic Everything packshot

Dave's Killer Bread Organic Bagels Epic Everything

Plant-based. Ingredients: organic wheat (organic wheat flour, organic whole wheat flour), water, everything mix (organic chia seeds, organic dehydrated minced garlic, organic dehydrated chopped onion, organic whole flax seeds, organic un-hulled black sesame seeds, organic un-hulled brown sesame seeds, organic poppy seeds, coarse sea salt), organic wheat gluten, organic cane sugar, organic thick rolled oats, organic sunflower seeds, yeast, organic vinegar, organic cultured wheat, organic expeller pressed canola oil, salt, organic fermented rye flour, organic yellow cornmeal, wheat enzymes,. Evidence quality: high. Nutrition score is currently hidden

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nutrition score

Well-documented labelStrong evidence coverage

Main health score

Insufficient evidence

Insufficient evidence for a health score.

Processing

15/100

Processing score kept separate from health.

Environmental signal

72/100

Estimated environmental signal with limited precision.

Label information quality

88/100

Information quality of the label and product record.

Data confidence

84/100

Evidence quality across completeness, provenance, recency, and consistency.

high confidence from label, nutrition, and source coverage
View product
Featured products

Broader catalog picks for scanning and comparison

These products are selected to keep the entry view useful even before you narrow into a category, brand, or ingredient direction.

Start exploring
Plant-based

Trader Joe's

Organic Brown Rice

Trader Joe's Organic Brown Rice packshot

Trader Joe's Organic Brown Rice

Plant-based. Ingredients: Cooked organic brown rice.. Evidence quality: high. Nutrition score is currently hidden

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nutrition score

Lower processing burdenWell-documented label

Main health score

Insufficient evidence

Insufficient evidence for a health score.

Processing

95/100

Processing score kept separate from health.

Environmental signal

80/100

Estimated environmental signal with limited precision.

Label information quality

86/100

Information quality of the label and product record.

Data confidence

88/100

Evidence quality across completeness, provenance, recency, and consistency.

high confidence from label, nutrition, and source coverage
View product
Snacks

Hershey's

Hershey's Cocoa 100% Cacao Natural Unsweetened

Hershey's Hershey's Cocoa 100% Cacao Natural Unsweetened packshot

Hershey's Hershey's Cocoa 100% Cacao Natural Unsweetened

Food. Ingredients: cocoa. Evidence quality: high. Nutrition score is currently hidden

—

nutrition score

Lower processing burdenWell-documented label

Main health score

Insufficient evidence

Insufficient evidence for a health score.

Processing

95/100

Processing score kept separate from health.

Environmental signal

60/100

Estimated environmental signal with limited precision.

Label information quality

86/100

Information quality of the label and product record.

Data confidence

88/100

Evidence quality across completeness, provenance, recency, and consistency.

high confidence from label, nutrition, and source coverage
View product
Snacks

NATURE VALLEY PROTEIN

Peanut Butter Dark Chocolate

NATURE VALLEY PROTEIN Peanut Butter Dark Chocolate packshot

NATURE VALLEY PROTEIN Peanut Butter Dark Chocolate

Snacks. Ingredients: SEE INGREDIENTS BELOW FLAP. Evidence quality: high. Nutrition score is currently hidden

—

nutrition score

Lower processing burdenWell-documented label

Main health score

Insufficient evidence

Insufficient evidence for a health score.

Processing

95/100

Processing score kept separate from health.

Environmental signal

72/100

Estimated environmental signal with limited precision.

Label information quality

93/100

Information quality of the label and product record.

Data confidence

82/100

Evidence quality across completeness, provenance, recency, and consistency.

high confidence from label, nutrition, and source coverage
View product
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.

Search catalog
Oat milk

Oat milk

12 matches in the local catalog

Undefined
Greek yogurt

Greek yogurt

39 matches in the local catalog

Dairies
Protein bar

Protein bar

20 matches in the local catalog

Snacks
Peanut butter

Peanut butter

48+ matches in the local catalog

Undefined
Cottage cheese

Cottage cheese

29 matches in the local catalog

Dairies
Granola

Granola

48+ matches in the local catalog

Why this structure

Built for food facts, not checkout funnels

Open Food Facts is strongest at product facts, category discovery, and barcode lookup. The application is now aligned to that reality.

Clearer decisions

Compare products on the dimensions that matter

Search results and comparison surfaces revolve around interpretable food signals rather than price and merchant noise.

  • Score-first cards
  • Confidence-aware comparison
  • Barcode lookup support

Honest uncertainty

Missing data lowers confidence

The system surfaces incomplete ingredient, nutrition, or packaging evidence instead of silently filling gaps.

  • Low-confidence warnings
  • Missing-data notices
  • Explainable scoring pipeline

Future-ready

Prepared for richer food intelligence

The same structure can later support category-aware guidance, better ingredient heuristics, and alternative recommendation flows.

Domain logic stays separate from source fetching and UI rendering.
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