Healthy Food Guide by KarbCoach
Jell-O Tapioca Fat Free Refrigerated Pudding Cup Snacks - 4 X: Food Integrity analysis
Quick answer
Lower integrity
Jell-O tapioca fat free refrigerated pudding cup snacks - 4 x received a Food Integrity Score of 52 out of 100 (lower integrity). This reflects highly processed and moderate additive load. This reads more like a food-engineering project than a simple recipe, even though milk, water, sugar, and tapioca sit at the top. The colors, flavor system, emulsifier, and alginate stack up quickly, so it is better as an occasional treat than an everyday staple. The sugar level and layered additives drive the recommendation, not any single ingredient. Main considerations include artificial colors yellow 5 and yellow 6 plus unspecified artificial color, modified cornstarch and sodium stearoyl lactylate for texture engineering, and vague natural and artificial flavor blend. Simpler options: Choose puddings colored by simple ingredients or uncolored versions; make pudding at home with milk, sugar, and a basic starch for fewer additives.
Food Integrity Score 52/100
What stood out on the label?
- Highly processed
- Moderate additive load
- Transparency: High
What to watch?
- Artificial colors Yellow 5 and Yellow 6 plus unspecified artificial color
- Modified cornstarch and sodium stearoyl lactylate for texture engineering
- Vague natural and artificial flavor blend
Simpler options to consider
- Choose puddings colored by simple ingredients or uncolored versions
- Make pudding at home with milk, sugar, and a basic starch for fewer additives
You are viewing ingredients and processing. Switch to Longevity for nutrition and longer-term eating pattern fit.
Source data, GTIN, and Healthy Food Guide analysis details
Product facts
- Product
- Jell-O Tapioca Fat Free Refrigerated Pudding Cup Snacks - 4 X
- Brand
- Jell-O
- Category
- Dairy (source: Milk/Milk Substitutes)
- GTIN / UPC
00043000042199- Serving size
- 110 g
- Source data — ingredients
- Ingredient list from product label data (see Sources)
- Healthy Food Guide analysis
- Independent Longevity and Food Integrity scorecards. See methodology under Sources.
- Data last verified
Food Integrity results
Tapioca Fat Free Refrigerated Pudding Cup Snacks - 4 X
Jell-O
Lower integrity
Warning Signs
Modified cornstarch, sodium stearoyl lactylate, and sodium alginate are texture and stability helpers doing heavy lifting here.
Consider This
Artificial color, Yellow 5, Yellow 6, and natural and artificial flavor point to a factory-formulated flavor and color system.
Good Substitutes
Plain milk, sugar, and a little tapioca or cornstarch would give you a homemade-style pudding with far fewer formulation helpers.
Overall Assessment
Lower integrityThis reads more like a food-engineering project than a simple recipe, even though milk, water, sugar, and tapioca sit at the top. The colors, flavor system, emulsifier, and alginate stack up quickly, so it is better as an occasional treat than an everyday staple. The sugar level and layered additives drive the recommendation, not any single ingredient.
Key Highlights
What stood out
- Artificial colors Yellow 5 and Yellow 6 plus unspecified artificial color
- Modified cornstarch and sodium stearoyl lactylate for texture engineering
- Vague natural and artificial flavor blend
Family Watchlist
Ingredients some users may personally want to know about.
- Natural And Artificial Flavor — Vague flavor system
- Yellow 5 — Synthetic color
- Yellow 6 — Synthetic color
- Sodium Stearoyl Lactylate (for Smoother Texture) — Texture emulsifier
Highest concern ingredients
- Artificial Color (8/10) — Unspecified artificial color.
- Yellow 5 (8/10) — Synthetic color additive.
- Yellow 6 (8/10) — Synthetic color additive.
Better choice tips
- Choose puddings colored by simple ingredients or uncolored versions.
- Make pudding at home with milk, sugar, and a basic starch for fewer additives.
Ingredients
Ingredient list
Skim Milk, Water, Sugar, Tapioca, Modified Cornstarch, Contains Less Than 1% Of Calcium Phosphate, Salt, Sodium Stearoyl Lactylate (for Smoother Texture), Artificial Color, Sodium Alginate, Natural And Artificial Flavor, Yellow 5, Soy Lecithin, Vitamin A Palmitate, Yellow 6, Vitamin D.
Formulations can vary — check the package label for the final word.
Highest-concern ingredients first. Expand an item for notes.
Artificial ColorConcern 8/10 — Higher concernColor additiveWatchlist · Additive · Vague label term · Higher concern
What this is
Color additive
Processing category
Synthetic / man-made
Main concern area
Family Watchlist
Why it matters
Artificial colors are a common family watchlist flag.
Additional note
Generic artificial color with no specific identity listed.
Family watchlist
Artificial color, unspecified
Yellow 5Concern 8/10 — Higher concernColor additiveWatchlist · Additive · Higher concern
What this is
Color additive
Processing category
Synthetic / man-made
Main concern area
Family Watchlist
Why it matters
Synthetic dye many users prefer to avoid.
Additional note
Named synthetic color additive.
Family watchlist
Synthetic color Yellow 5
Yellow 6Concern 8/10 — Higher concernColor additiveWatchlist · Additive · Higher concern
What this is
Color additive
Processing category
Synthetic / man-made
Main concern area
Family Watchlist
Why it matters
Synthetic dye many users prefer to avoid.
Additional note
Named synthetic color additive.
Family watchlist
Synthetic color Yellow 6
Sodium Stearoyl Lactylate (for Smoother Texture)Concern 7/10 — Higher concernEmulsifierWatchlist · Additive
What this is
Emulsifier
Processing category
Synthetic / man-made
Main concern area
Family Watchlist
Why it matters
Emulsifier added for texture, a common formulation helper.
Additional note
Emulsifier added specifically for texture in the product.
Family watchlist
Emulsifier added for texture
View all 16 ingredient assessments
Natural And Artificial FlavorConcern 7/10 — Higher concernVague ingredientWatchlist · Additive · Vague label term
What this is
Vague ingredient
Processing category
Unknown / not listed
Main concern area
Family Watchlist
Why it matters
Vague flavor system with undisclosed components.
Additional note
Vague flavor system mixing natural and artificial sources.
Family watchlist
Vague natural and artificial flavor blend
Modified CornstarchConcern 6/10 — Moderate concernModified starchWatchlist · Additive
What this is
Modified starch
Processing category
Processed
Main concern area
Processing
Why it matters
Modified starch signals texture engineering beyond a simple pudding.
Additional note
Chemically modified starch engineered for texture and stability.
Family watchlist
Modified starch texture helper
Sodium AlginateConcern 6/10 — Moderate concernThickenerWatchlist · Additive
What this is
Thickener
Processing category
Synthetic / man-made
Main concern area
Additive load
Why it matters
Thickener used for gel texture, not a whole-food ingredient.
Additional note
Gelling and thickening agent used for texture.
Family watchlist
Thickener and gelling agent
SugarConcern 4/10 — Mild concernSweetenerWatchlist
What this is
Sweetener
Processing category
Natural refined
Main concern area
Ingredient concern
Why it matters
Refined sweetener contributes most of the carbohydrate load.
Additional note
Refined sweetener adds sugar load without fiber or protein.
Family watchlist
Refined sweetener
Soy LecithinConcern 4/10 — Mild concernEmulsifierAdditive
What this is
Emulsifier
Processing category
Processed
Main concern area
Additive load
Why it matters
Soy-derived emulsifier common in processed foods.
Additional note
Soy-derived emulsifier used in processed foods.
Contains Less Than 1% Of Calcium PhosphateConcern 3/10 — Mild concernMineral saltAdditive
What this is
Mineral salt
Processing category
Processed
Main concern area
Additive load
Why it matters
Minor mineral additive used in small amounts.
Additional note
Mineral salt used as a minor stabilizer or nutrient addition.
TapiocaConcern 2/10 — Very low concernStarch
What this is
Starch
Processing category
Natural refined
Main concern area
Processing
Why it matters
Refined starch used for texture in a simple pudding.
Additional note
Starch used for body; recognizable but refined.
Vitamin A PalmitateConcern 2/10 — Very low concernVitaminAdditive
What this is
Vitamin
Processing category
Synthetic / man-made
Main concern area
Additive load
Why it matters
Fortification nutrient, low concern in this context.
Additional note
Added vitamin for fortification.
Vitamin DConcern 2/10 — Very low concernVitaminAdditive
What this is
Vitamin
Processing category
Synthetic / man-made
Main concern area
Additive load
Why it matters
Fortification nutrient, low concern in this context.
Additional note
Added vitamin for fortification.
Skim MilkConcern 0/10 — No meaningful concernSimple food
What this is
Simple food
Processing category
Whole food
Why it matters
Simple, recognizable base ingredient.
Additional note
Recognizable dairy base with no added formulation helpers.
WaterConcern 0/10 — No meaningful concernSimple food
What this is
Simple food
Processing category
Whole food
Why it matters
Plain base ingredient.
Additional note
Plain water, no concern.
SaltConcern 0/10 — No meaningful concernSimple food
What this is
Simple food
Processing category
Whole food
Why it matters
Basic seasoning ingredient.
Additional note
Basic seasoning, no concern.
This Food Integrity score reflects ingredient-list formulation patterns only. It is not a medical safety rating or a nutritional recommendation. Formulations can vary by region, size, and packaging. Check the package label for ingredients, allergens, and nutrition. Not medical advice — do not use this site or the KarbCoach mobile app for allergy or health decisions.
How this product may fit different goals
The same food can look different depending on what matters most to you. Here is a general preview of how this product may align with several common goals.
Low-Spike Stability
Watch-outsMetabolic Health
For someone prioritizing Low-Spike Stability, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "sugar". See ingredients for details.)
GLP-1 Eating Support
Watch-outsMetabolic Health
For someone prioritizing GLP-1 Eating Support, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "sugar". See ingredients for details.)
Low Sugar Lifestyle
Watch-outsMetabolic Health
For someone prioritizing Low Sugar Lifestyle, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "sugar". See ingredients for details.)
Appetite & Portion Awareness
Watch-outsMetabolic Health
For someone prioritizing Appetite & Portion Awareness, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "sugar". See ingredients for details.)
Vegan
Watch-outsDietary Patterns
For someone prioritizing Vegan, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Animal-derived ingredients (Mentions "milk". See ingredients for details.)
Plant-Based
Watch-outsDietary Patterns
For someone prioritizing Plant-Based, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Animal-derived ingredients (Mentions "milk". See ingredients for details.)
Low-Carb Lifestyle
Watch-outsDietary Patterns
For someone prioritizing Low-Carb Lifestyle, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Carb-dense ingredients (Mentions "sugar". See ingredients for details.)
This product has 1 additional signal for this goal.
Keto-Style Eating
Watch-outsDietary Patterns
For someone prioritizing Keto-Style Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Carb-dense ingredients (Mentions "sugar". See ingredients for details.)
This product has 1 additional signal for this goal.
Minimally Processed Eating
Watch-outsDietary Patterns
For someone prioritizing Minimally Processed Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Higher processing level (Highly processed)
This product has 2 additional signals for this goal.
Whole-Food Focused Eating
Watch-outsDietary Patterns
For someone prioritizing Whole-Food Focused Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Higher processing level (Highly processed)
This product has 2 additional signals for this goal.
Reduce Ultra-Processed Foods
Watch-outsDietary Patterns
For someone prioritizing Reduce Ultra-Processed Foods, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Higher processing level (Highly processed)
This product has 2 additional signals for this goal.
Paleo-Style Eating
Watch-outsDietary Patterns
For someone prioritizing Paleo-Style Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Grain/legume ingredients (Mentions "soy". See ingredients for details.)
This product has 2 additional signals for this goal.
Heart-Healthy Eating
NeutralMetabolic Health
For someone prioritizing Heart-Healthy Eating, the Food Integrity data do not show a strong matching signal for this product.
Athletic Fueling
NeutralAthletic Performance
For someone prioritizing Athletic Fueling, the Food Integrity data do not show a strong matching signal for this product.
Workout Recovery
NeutralAthletic Performance
For someone prioritizing Workout Recovery, the Food Integrity data do not show a strong matching signal for this product.
Strength & Protein Focus
NeutralAthletic Performance
For someone prioritizing Strength & Protein Focus, the Food Integrity data do not show a strong matching signal for this product.
Vegetarian
NeutralDietary Patterns
For someone prioritizing Vegetarian, the Food Integrity data do not show a strong matching signal for this product.
Pescatarian
NeutralDietary Patterns
For someone prioritizing Pescatarian, the Food Integrity data do not show a strong matching signal for this product.
Low Gluten Eating
NeutralDietary Patterns
For someone prioritizing Low Gluten Eating, the Food Integrity data do not show a strong matching signal for this product.
Mediterranean-Style Eating
NeutralDietary Patterns
For someone prioritizing Mediterranean-Style Eating, the Food Integrity data do not show a strong matching signal for this product.
Healthy Fat Focus
NeutralDietary Patterns
For someone prioritizing Healthy Fat Focus, the Food Integrity data do not show a strong matching signal for this product.
See how this product fits your goals
Choose what matters most to you and explore a more detailed interpretation of this product's nutrition, ingredients, and tradeoffs.
Understanding the Food Integrity analysis
What the Food Integrity analysis evaluates
The Food Integrity analysis focuses on how a packaged food is formulated and made. It examines processing level, ingredient quality, additives, oils, sweeteners, purity cues, and how clearly a label communicates what is in the product. The Food Integrity Score summarizes that formulation and transparency picture on a 0–100 scale. It is not a full nutrient report and it is not a personalized meal plan.
Why processing, ingredients, and transparency matter
Processing level and ingredient quality shape what you are actually eating beyond calories on the label. Additives, industrial oils, and intense sweeteners can change how clean or heavily engineered a product feels, even when the front of pack looks wholesome. Purity and transparency matter because incomplete or marketing-heavy labeling can hide tradeoffs that only show up when the full ingredient list is reviewed carefully.
Who may prioritize Food Integrity
Some people care mainly about Food Integrity because their dietary goals center on formulation rather than macros alone. Examples include checking vegetarian or vegan suitability, preferring simpler ingredient sources, avoiding certain additives or sweeteners, watching oil choices, or preferring less processed options. For those priorities, the Food Integrity Score can be the more practical first read.
How Food Integrity differs from Longevity
Food Integrity is the focused analysis of processing, ingredients, additives, purity, and transparency. Longevity is the broader analysis of nutritional composition, metabolic and dietary characteristics, processing, and ingredient quality together. Favorable nutrition values do not necessarily mean strong Food Integrity: a product can look balanced on macros yet still rely on heavy processing or additives that the Food Integrity analysis flags in more detail.
Why the two analyses overlap—and why to review Longevity too
The analyses overlap intentionally. Food Integrity–related characteristics contribute to Longevity, and Longevity still benefits from the same ingredient-quality lens. They are not competing verdicts; they answer different questions at different depths. Reviewing the Longevity analysis can add information about nutritional composition, metabolic characteristics, and dietary balance that Food Integrity alone does not emphasize. Looking at both usually gives the most complete understanding of tradeoffs.
Common questions about this product
Is Jell-O Tapioca Fat Free Refrigerated Pudding Cup Snacks - 4 X highly processed?
Food Integrity lists processing level as Highly processed. That reflects formulation and processing signals from the ingredient analysis — not a medical or regulatory classification.
Why are the Longevity and Food Integrity scores different?
Longevity emphasizes nutrition per serving and longer-term dietary alignment. Food Integrity emphasizes ingredients, additives, processing, and label transparency. The same product can score differently on those lenses.
How much fiber is in one serving?
Jell-O Tapioca Fat Free Refrigerated Pudding Cup Snacks - 4 X shows about 0g of fiber per labeled serving in the Longevity nutrition facts.
Does it contain added sugar?
Jell-O Tapioca Fat Free Refrigerated Pudding Cup Snacks - 4 X: 17.6g added sugar per serving; sweetener signals include sugar. Confirm the current package Nutrition Facts and ingredient list.
What helped the Longevity Score?
Key positives called out in the analysis include: Skim milk base provides some protein and calcium; Fat-free and low in saturated fat; Single-serving portion size.
What prevented a perfect Longevity Score?
Key concerns noted include: Added sugar is a primary ingredient (~17.6 g per serving); Artificial colors Yellow 5 and Yellow 6; Multiple additives and stabilizers; ultra-processed.
Who might evaluate this product differently?
People prioritizing different goals (for example lower carbs, higher protein, or minimally processed eating) may weigh the same dairy differently. Use the goal preview on this page, then personalize in KarbCoach for your priorities.
Source data and Healthy Food Guide analysis
- Public label databases (including USDA FoodData Central and Open Food Facts) — Possible sources for package ingredients and nutrition.
- Healthy Food Guide analysis (Longevity and Food Integrity) — Independent Longevity and Food Integrity scorecards.
- How the Longevity Score is calculated
- How the Food Integrity Score is calculated
- Scoring models: KarbCoach Longevity and Food Integrity.
- Independent analysis. No manufacturer affiliation.
- Formulations can vary by region, size, and packaging. Check the package label for ingredients, allergens, and nutrition. Not medical advice — do not use this site or the KarbCoach mobile app for allergy or health decisions. Full sources and safety details.
Label accuracy and safety information
Formulations can vary by region, size, and packaging. Check the package label for ingredients, allergens, and nutrition. Not medical advice — do not use this site or the KarbCoach mobile app for allergy or health decisions.
See how this item lines up with your goals
Healthy Food Guide covers this product in detail. In KarbCoach, your goals shape what matters most for your meals.
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