Kodiak Cakes Protein-Packed Muffin - Blueberry · Nutrisiq

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Kodiak Cakes Protein-Packed Muffin - Blueberry packshot

Nutrition snapshot

Kodiak Cakes Protein-Packed Muffin - Blueberry

Name: Kodiak Cakes Protein-Packed Muffin - Blueberry
Brand: Kodiak Cakes
SKU: 0705599011498

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.

Uncertain or missing data

Fruit, vegetable, legume, and nut share was inferred heuristically.

What would improve the assessment

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

Need attention

Declared NOVA group 4 anchors the processing indicator.
Isolated or heavily fractionated ingredients (3 markers) support a more processed classification.
A long ingredient list (40 ingredients) supports a more processed classification.

Supporting factors

Mandatory field coverage is strong (75%).

Uncertain or missing data

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

CategorySnacks

Label information quality81/100

Data confidence

Ownership

Processing

Very highly processed

Formulation complexity

Performance

Nutrition scoreInsufficient evidence

Ingredient-level explanation

100% whole grain wheat flour, brown sugar, 100% whole grain oat flour, palm oil, nonfat dry milk, honey powder (honey, wheat starch), natural flavor, blueberries, leavening (monocalcium phosphate, baking soda), wheat protein isolate, blueberry powder, sea salt, whey protein concentrate.

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 processing needs the most caution.

Strongest area

Label quality

Weakest area

Processing

Data confidence

medium

Data confidence

Data confidence 75/100

Medium reliability

Data coverage is partial and the interpretation carries moderate confidence.

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

Very highly processed

Processing indicator kept separate from the nutrition score.

Environmental signal

Mixed

57/100

Estimated environmental signal with limited precision.

Label quality

Strong

81/100

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.

The data is partial. The interpretation is usable but some conclusions may be refined.

Score drivers

What shaped the separate signals

Supports the assessment

Mandatory field coverage is strong (75%).
Impact: medium

Pulls the score down

Declared NOVA group 4 anchors the processing indicator.
Impact: high
Isolated or heavily fractionated ingredients (3 markers) support a more processed classification.
Impact: medium
A long ingredient list (40 ingredients) supports a more processed classification.
Impact: low

Uncertain area

Core nutrient evidence is incomplete, so the nutrition score is unavailable.
Impact: high
Confidence is reduced by missing nutrition evidence.
Impact: high
The record is missing a nutrition panel.
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, quantity, and nutrition panel. Scores stay visible, but weaker evidence is reflected in the confidence dimension.

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67/100

nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Quite good

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

Strongest: Label qualityWeakest: Processing

Data confidence

97/100

high reliability

Nutrition profile

Quite good

67/100

Nutrition profile

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

Processing

Very highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Strong

80/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

88/100

Label quality

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

high confidence from label, nutrition, and source coverage

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nutrition score

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Score summary

—

Nutrition score

No reliable assessment

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

Strongest: Label qualityWeakest: Environmental signal

Data confidence

69/100

medium 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

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

67/100

Label quality

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

Nature + Mon encas'slim à moi

Snacks. Ingredients: Raisins secs bio 40%, huile végétale de tournesol bio 20%, _Noix de cajou_ bio 20%, Physalis bio 10%, Cannerberge bio, (sucre de canne bio, huile végétale de tournesol bio), 10%, _Amandes_ bio.. Evidence quality: high

55/100

nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Mixed

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

Strongest: Label qualityWeakest: Processing

Data confidence

90/100

high reliability

Nutrition profile

Mixed

55/100

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

51/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

90/100

Label quality

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

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Snacks. Evidence quality: medium. Nutrition score is currently hidden

—

nutrition score

Snacks

Score summary

—

Nutrition score

No reliable assessment

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

Strongest: Label qualityWeakest: Environmental signal

Data confidence

50/100

medium 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

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

60/100

Label quality

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

Signal classes

Need attention

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

Uncertain or missing data

Fruit, vegetable, legume, and nut share was inferred heuristically.

What would improve the assessment

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

Need attention

Declared NOVA group 4 anchors the processing indicator.
Isolated or heavily fractionated ingredients (3 markers) support a more processed classification.
A long ingredient list (40 ingredients) supports a more processed classification.

Supporting factors

Mandatory field coverage is strong (75%).

Uncertain or missing data

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

CategorySnacks

Label information quality81/100

Data confidence

Ownership

Processing

Very highly processed

Formulation complexity

Performance

Nutrition scoreInsufficient evidence

Ingredient-level explanation

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 processing needs the most caution.

Strongest area

Label quality

Weakest area

Processing

Data confidence

medium

Data confidence

Data confidence 75/100

Medium reliability

Data coverage is partial and the interpretation carries moderate confidence.

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

Very highly processed

Processing indicator kept separate from the nutrition score.

Environmental signal

Mixed

57/100

Estimated environmental signal with limited precision.

Label quality

Strong

81/100

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

How is the score built?

Open the methodology note

The data is partial. The interpretation is usable but some conclusions may be refined.

Score drivers

What shaped the separate signals

Supports the assessment

Mandatory field coverage is strong (75%).
Impact: medium

Pulls the score down

Declared NOVA group 4 anchors the processing indicator.
Impact: high
Isolated or heavily fractionated ingredients (3 markers) support a more processed classification.
Impact: medium
A long ingredient list (40 ingredients) supports a more processed classification.
Impact: low

Uncertain area

Core nutrient evidence is incomplete, so the nutrition score is unavailable.
Impact: high
Confidence is reduced by missing nutrition evidence.
Impact: high
The record is missing a nutrition panel.
Impact: high

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Cloetta norge as Läkerol Salvi

67/100

nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Quite good

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

Strongest: Label qualityWeakest: Processing

Data confidence

97/100

high reliability

Nutrition profile

Quite good

67/100

Nutrition profile

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

Processing

Very highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Strong

80/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

88/100

Label quality

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

high confidence from label, nutrition, and source coverage

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Croustisud Chips de remolacha bio

Snacks. Evidence quality: medium. Nutrition score is currently hidden

—

nutrition score

Snacks

Score summary

—

Nutrition score

No reliable assessment

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

Strongest: Label qualityWeakest: Environmental signal

Data confidence

69/100

medium 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

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

67/100

Label quality

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

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nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Mixed

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

Strongest: Label qualityWeakest: Processing

Data confidence

90/100

high reliability

Nutrition profile

Mixed

55/100

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

51/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

90/100

Label quality

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

Open Food Facts Bonbon au miel

Snacks. Evidence quality: medium. Nutrition score is currently hidden

—

nutrition score

Snacks

Score summary

—

Nutrition score

No reliable assessment

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

Strongest: Label qualityWeakest: Environmental signal

Data confidence

50/100

medium 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

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

60/100

Label quality

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

Kodiak Cakes Protein-Packed Muffin - Blueberry

Nutrient profile

Need attention

Uncertain or missing data

What would improve the assessment

Processing level

Need attention

Label quality

Supporting factors

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

Cloetta norge as Läkerol Salvi

Croustisud Chips de remolacha bio

Nature + Mon encas'slim à moi

Open Food Facts Bonbon au miel

Kodiak Cakes Protein-Packed Muffin - Blueberry

Nutrient profile

Need attention

Uncertain or missing data

What would improve the assessment

Processing level

Need attention

Label quality

Supporting factors

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

Cloetta norge as Läkerol Salvi

Croustisud Chips de remolacha bio

Nature + Mon encas'slim à moi

Open Food Facts Bonbon au miel

What lowers the rating

Ultra-töödeldud toit (NOVA 4)

Lapse vaate riskisignaalid

Ultra-töödeldud profiil (NOVA 4) lapse menüüs