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This page explains every score and metric in the Food Additives platform — what it measures, how it’s calculated, and how to interpret it.

Ingredient Metrics

These metrics describe individual ingredients across all their permitted food categories.
MetricWhat it measuresHow to interpret
Category ReachNumber of food categories where this ingredient is permittedHigher = more versatile ingredient. Top ingredients span 100+ categories.
Condition BurdenAverage conditions per food category for this ingredientHigher = more regulatory qualifications per use. Above 2.0 means expect conditions on most uses.
Average DifficultyAverage difficulty score (0-5) across all rules for this ingredientBelow 1.0 = generally straightforward. Above 3.0 = expect complexity in most categories.
Open-Dose PercentageShare of categories where no numeric limit is set (GMP applies)Higher = more categories without a specific number. Manufacturer uses minimum needed for effect.
Family BreadthNumber of top-level food families the ingredient spansMax is 15. Higher = ingredient crosses more diverse food types (dairy, bakery, beverages, etc.).

Food Category Metrics

These metrics describe individual food categories across all their permitted ingredients.
MetricWhat it measuresHow to interpret
Formulation FlexibilityNumber of ingredients permitted in this categoryHigher = more formulation options. Top categories have 70+ permitted ingredients.
Condition DensityAverage conditions per ingredient in this categoryHigher = more conditional category. Above 2.0 means most ingredients come with conditions.
Average DifficultyAverage difficulty score (0-5) across all rules in this categoryBelow 1.0 = straightforward category. Above 3.0 = regulatory “hard zone.”
Expert Review RatePercentage of rules with 3+ conditions requiring specialist reviewAbove 20% means a significant share of ingredients need careful interpretation.
Difficulty TierCategorical band based on average difficultyLow (avg < 1.5), Medium (1.5-3.0), High (avg >= 3.0)

Difficulty Score (0-5)

Every permission rule is scored for regulatory difficulty. The score is the sum of five binary conditions:
ConditionPointsWhat it detects
No recognizable limit type+1The usage limit couldn’t be classified — ambiguous
Non-numeric limit (GMP/QS)+1No specific number — “use minimum needed” (vague)
Category on GMP exclusion list+1Contradictory signal — GMP permitted but category excluded
Has any conditions+1At least one regulatory note qualifies the permission
Has 3+ conditions+1Heavily conditional — many qualifications on one rule

Difficulty Labels

LabelScoreGuidance
Easy0Clear permission with a specific numeric limit and no conditions
Standard1-2Some nuance — a non-numeric limit or a condition to review
Complex3Multiple factors complicate interpretation. Review carefully.
Expert Required4-5Significant regulatory complexity. Consult a specialist before proceeding.
A difficulty score is not a safety rating. It measures how complex the regulatory permission is to interpret, not how safe the ingredient is to use.

Commercial Opportunity Score (0-100)

Available on Premium and Enterprise tiers only.
The opportunity score identifies food categories where regulatory complexity creates competitive barriers — categories where manufacturers who invest in regulatory understanding gain an advantage.

Weighting

FactorWeightLogic
Regulatory Difficulty30%Higher average difficulty = harder for competitors to navigate
Expert Review Rate25%Higher share of rules needing specialist review = higher barrier
Category Reach20%More ingredients available = more formulation possibilities
Condition Burden15%More conditions = more regulatory nuance to master
Standards Coverage10%More Codex commodity standards referencing this category = more regulatory context

Opportunity Tiers

TierScore RangeWhat it means
High67-100Strong commercial opportunity — regulatory complexity creates competitive moat
Medium34-66Moderate opportunity — some regulatory barriers but not extreme
Low0-33Low barriers — easier for competitors to enter

Ingredient Function Metrics

These metrics describe functional classes (e.g., Preservative, Emulsifier, Color).
MetricWhat it measuresHow to interpret
Ingredient CountNumber of distinct ingredients serving this functionHigher = more options when selecting an ingredient for this function
Category CoverageNumber of food categories reached by ingredients in this classHigher = broader applicability across the food industry
Rules per IngredientAverage permission rules per ingredient in this classHigher = ingredients in this class tend to be more versatile

Regulatory Change Metrics

These metrics track how the standard has evolved over time.
MetricWhat it measuresHow to interpret
Adoption YearYear a permission rule was adopted into the standardMore recent = newer addition, potentially less established in industry practice
Change Risk ScoreComposite score (40% recency + 35% complexity + 25% standards coverage)Higher = category may see future regulatory changes. Useful for monitoring.

Understanding “Open Dose (GMP)”

When a usage limit shows “Open dose (GMP)” or “GMP”, it means:
  • There is no fixed maximum level for this ingredient in this category
  • The ingredient should be used at the minimum quantity needed to achieve its intended technological effect
  • This follows Good Manufacturing Practice — a principle, not a number
Open-dose permissions give manufacturers flexibility, but also require judgment. Document your rationale for the level you choose.