Nutrition snapshot

Open Food Facts Petit billy

Name: Open Food Facts Petit billy
Brand: Open Food Facts
SKU: 3213820012123

Nutrition scoring is unavailable because core nutrient evidence is incomplete.

Nutrition score

—

/100

Nutrition interpretation

Signal unavailable

Nutrition scoring is unavailable because core nutrient evidence is incomplete.

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Signal classes

Need attention

Core nutrient evidence is incomplete, so the nutrition score is unavailable.

What would improve the assessment

Nutrition scoring needs a fuller nutrient panel, especially energy, sugars, saturated fat, sodium or salt, and fiber.

Need attention

Ingredient evidence is too limited to classify processing reliably.

What would improve the assessment

Processing classification needs a fuller ingredient list and any declared NOVA information.

Need attention

Mandatory field coverage is only partial (38%).

Uncertain or missing data

The record is missing an ingredient list.
The record is missing a nutrition panel.

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Structured source data

Facts used for scoring

Design

CategoryDairies

Label information quality60/100

Data confidence

Ownership

Processing

Insufficient evidence

Environmental signal

Performance

Nutrition scoreInsufficient evidence

Ingredient-level explanation

Ingredients text is not available for this product. Confidence and processing remain cautious because ingredient evidence is missing.

Food score panel

Five-layer evaluation

Each dimension stays separate so the product can score well in one area and weakly in another without hiding trade-offs.

Nutrition score

—

/100

Nutrition profile

No nutrition score

No reliable assessment

label quality is the strongest signal right now, while environmental signal needs the most caution.

Strongest area

Label quality

Weakest area

Environmental signal

Data confidence

low

Data confidence

Data confidence 42/100

Low reliability

Data coverage is limited and the result should be interpreted with caution.

Confidence layer

Category breakdown

How the separate signals line up

The data does not support a reliable overall result.

Nutrition profile

No reliable assessment

—

Nutrition score is unavailable because core nutrient evidence is incomplete.

Processing

Processing unknown

Insufficient evidence

—

Processing indicator is unavailable because ingredient evidence is too limited.

Environmental signal

Mixed

54/100

Estimated environmental signal with limited precision.

Label quality

Quite good

60/100

Label quality reflects completeness and consistency of the record, not nutrition quality.

How is the score built?

Open the methodology note

Nutrition score measures nutrient profile only. Processing, environment, label quality, and data confidence stay separate so missing data or formulation signals do not silently change nutrition quality.

Data is limited. The result should be treated as an initial indication rather than a final assessment.

Score drivers

What shaped the separate signals

Supports the assessment

No clear positive highlights emerged from the available data.
Impact: low

Pulls the score down

Mandatory field coverage is only partial (38%).
Impact: medium

Uncertain area

Core nutrient evidence is incomplete, so the nutrition score is unavailable.
Impact: high
Ingredient evidence is too limited to classify processing reliably.
Impact: high
The record is missing an ingredient list.
Impact: high

Some source data is incomplete for this product: energy per 100g, sugars per 100g, saturated fat per 100g, sodium per 100g or salt per 100g, ingredients or ingredients, NOVA group, quantity, ingredients, nutrition panel, allergens, and front image. Scores stay visible, but weaker evidence is reflected in the confidence dimension.

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Open Food Facts Bouchons Apéros Natures

Dairies. Ingredients: _lait_ cru de vache, sel, ferments lactiques, présure.. Evidence quality: high. Nutrition score is currently hidden

—

nutrition score

Well-documented labelStrong evidence coverage

Score summary

—

Nutrition score

No reliable assessment

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

84/100

high reliability

Nutrition profile

No reliable assessment

—

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

48/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

93/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

high confidence from label, nutrition, and source coverage

View product

Abbaye Notre-Dame des Dombes Régal de Sans-Souci

Dairies. Evidence quality: high

45/100

nutrition score

Strong evidence coverageDairies

Score summary

Nutrition score

Mixed

label quality is the strongest signal right now, while nutrition profile needs the most caution.

Strongest: Label qualityWeakest: Nutrition profile

Data confidence

77/100

high reliability

Nutrition profile

Mixed

45/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Bouchons apero

Dairies. Evidence quality: medium

49/100

nutrition score

Dairies

Score summary

Nutrition score

Mixed

label quality is the strongest signal right now, while nutrition profile needs the most caution.

Strongest: Label qualityWeakest: Nutrition profile

Data confidence

72/100

medium reliability

Nutrition profile

Mixed

49/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Fromage frais fermier

Dairies. Evidence quality: medium

65/100

nutrition score

Dairies

Score summary

Nutrition score

Quite good

label quality is the strongest signal right now, while environmental signal needs the most caution.

Strongest: Label qualityWeakest: Environmental signal

Data confidence

72/100

medium reliability

Nutrition profile

Quite good

65/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Petit billy · Nutrisiq

Signal classes

Need attention

Core nutrient evidence is incomplete, so the nutrition score is unavailable.

What would improve the assessment

Nutrition scoring needs a fuller nutrient panel, especially energy, sugars, saturated fat, sodium or salt, and fiber.

Need attention

Ingredient evidence is too limited to classify processing reliably.

What would improve the assessment

Processing classification needs a fuller ingredient list and any declared NOVA information.

Need attention

Mandatory field coverage is only partial (38%).

Uncertain or missing data

The record is missing an ingredient list.
The record is missing a nutrition panel.

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Structured source data

Facts used for scoring

Design

CategoryDairies

Label information quality60/100

Data confidence

Ownership

Processing

Insufficient evidence

Environmental signal

Performance

Nutrition scoreInsufficient evidence

Ingredient-level explanation

Ingredients text is not available for this product. Confidence and processing remain cautious because ingredient evidence is missing.

Food score panel

Five-layer evaluation

Each dimension stays separate so the product can score well in one area and weakly in another without hiding trade-offs.

Nutrition score

—

/100

Nutrition profile

No nutrition score

No reliable assessment

label quality is the strongest signal right now, while environmental signal needs the most caution.

Strongest area

Label quality

Weakest area

Environmental signal

Data confidence

low

Data confidence

Data confidence 42/100

Low reliability

Data coverage is limited and the result should be interpreted with caution.

Confidence layer

Category breakdown

How the separate signals line up

The data does not support a reliable overall result.

Nutrition profile

No reliable assessment

—

Nutrition score is unavailable because core nutrient evidence is incomplete.

Processing

Processing unknown

Insufficient evidence

—

Processing indicator is unavailable because ingredient evidence is too limited.

Environmental signal

Mixed

54/100

Estimated environmental signal with limited precision.

Label quality

Quite good

60/100

Label quality reflects completeness and consistency of the record, not nutrition quality.

How is the score built?

Open the methodology note

Data is limited. The result should be treated as an initial indication rather than a final assessment.

Score drivers

What shaped the separate signals

Supports the assessment

No clear positive highlights emerged from the available data.
Impact: low

Pulls the score down

Mandatory field coverage is only partial (38%).
Impact: medium

Uncertain area

Core nutrient evidence is incomplete, so the nutrition score is unavailable.
Impact: high
Ingredient evidence is too limited to classify processing reliably.
Impact: high
The record is missing an ingredient list.
Impact: high

Similar options worth comparing

Open Food Facts Bouchons Apéros Natures

Dairies. Ingredients: _lait_ cru de vache, sel, ferments lactiques, présure.. Evidence quality: high. Nutrition score is currently hidden

—

nutrition score

Well-documented labelStrong evidence coverage

Score summary

—

Nutrition score

No reliable assessment

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

84/100

high reliability

Nutrition profile

No reliable assessment

—

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

48/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

93/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

high confidence from label, nutrition, and source coverage

View product

Abbaye Notre-Dame des Dombes Régal de Sans-Souci

Dairies. Evidence quality: high

45/100

nutrition score

Strong evidence coverageDairies

Score summary

Nutrition score

Mixed

label quality is the strongest signal right now, while nutrition profile needs the most caution.

Strongest: Label qualityWeakest: Nutrition profile

Data confidence

77/100

high reliability

Nutrition profile

Mixed

45/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Bouchons apero

Dairies. Evidence quality: medium

49/100

nutrition score

Dairies

Score summary

Nutrition score

Mixed

label quality is the strongest signal right now, while nutrition profile needs the most caution.

Strongest: Label qualityWeakest: Nutrition profile

Data confidence

72/100

medium reliability

Nutrition profile

Mixed

49/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Fromage frais fermier

Dairies. Evidence quality: medium

65/100

nutrition score

Dairies

Score summary

Nutrition score

Quite good

label quality is the strongest signal right now, while environmental signal needs the most caution.

Strongest: Label qualityWeakest: Environmental signal

Data confidence

72/100

medium reliability

Nutrition profile

Quite good

65/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Petit billy

Nutrient profile

Need attention

What would improve the assessment

Processing level

Need attention

What would improve the assessment

Label quality

Need attention

Uncertain or missing data

Environmental signal

What would improve the assessment

Facts used for scoring

Design

Ownership

Performance

Five-layer evaluation

No nutrition score

How the separate signals line up

What shaped the separate signals

Similar options worth comparing

Open Food Facts Bouchons Apéros Natures

Abbaye Notre-Dame des Dombes Régal de Sans-Souci

Open Food Facts Bouchons apero

Open Food Facts Fromage frais fermier

Open Food Facts Petit billy

Nutrient profile

Need attention

What would improve the assessment

Processing level

Need attention

What would improve the assessment

Label quality

Need attention

Uncertain or missing data

Environmental signal

What would improve the assessment

Facts used for scoring

Design

Ownership

Performance

Five-layer evaluation

No nutrition score

How the separate signals line up

What shaped the separate signals

Similar options worth comparing

Open Food Facts Bouchons Apéros Natures

Abbaye Notre-Dame des Dombes Régal de Sans-Souci

Open Food Facts Bouchons apero

Open Food Facts Fromage frais fermier

What lowers the rating

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