🥜 Food Label Cross-Contamination Risk Simulator
The model evaluates the risk of cross-contamination with allergens on a production line based on labeling that may contain traces and shared manufacturing lines.
Direct Ingredient Lists vs Voluntary Advisory Statements
Two very different label languages sit on the same package.
- Mandatory: Ingredient list (legally required disclosure)
- Voluntary: Advisory statement (manufacturer discretion)
- 9: Top allergens tracked (major regulated allergens)
- Low: Enforcement of "may contain" (no standard threshold)
Ingredient list is the regulated core
Direct listing means the allergen is a deliberate recipe component.
Advisory text sits below the list
Advisory phrases address unintentional cross-contact, not intent.
What "May Contain Traces" Actually Communicates
The phrase flags possibility, without quantifying likelihood or amount.
- 6+: Typical phrasing variants (different wordings observed)
- Rare: Quantified risk on label (no mg/kg threshold shown)
- High: Consumer misreading rate (often treated as marketing)
- Varies: Allergen testing behind label (manufacturer-dependent)
Possibility, not probability
The phrase does not state how likely or how much contamination is.
No legal definition exists
Wording choice is left entirely to the manufacturer's own judgment.
How Shared Production Lines Introduce Allergen Residue
Physical equipment paths, not recipes, drive this contamination route.
- Varies: Line cleaning between runs (validated vs. quick wipe-down)
- Nonzero: Residue carryover risk (even after cleaning)
- Common: Shared vs dedicated lines (cost-driven facility design)
- Possible: Airborne dust cross-contact (flour, nut dust example)
Conveyor and mixer sharing
One line can run allergen and allergen-free batches back to back.
Cleaning validation gap
Cleaning rigor between runs is not visible on the package.
Why Advisory Labels Are Inconsistent Across Brands
Without a regulatory standard, wording and usage diverge widely.
- None: Regulatory mandate for "may contain" (in most jurisdictions)
- Common: Overuse as liability shield (defensive labeling practice)
- Low: Cross-brand consistency (same risk, different wording)
- Partial: VITAL threshold labeling adoption (voluntary industry scheme)
Defensive over-labeling
Some brands add warnings broadly to reduce liability exposure.
Emerging quantitative schemes
Threshold-based systems exist but adoption remains uneven.
Weighing Label Language Against Your Own Risk Tolerance
The right response depends on personal reaction history, not label alone.
- Zero tolerance: Anaphylaxis history (avoid all advisory labels)
- Case-by-case: Mild reaction history (may accept some advisory risk)
- Recommended: Clinician guidance (individualized allergy action plan)
- Critical: Epinephrine access (regardless of chosen tolerance)
Severity sets the threshold
Higher severity history should push tolerance toward zero.
Label type sets the risk
Combine both signals before deciding to eat or avoid.
The model evaluates the risk of cross-contamination with allergens on a production line based on labeling that may contain traces and shared manufacturing lines.
2D · HTML5 Canvas 2D · 60 FPS target · runs fully client-side, no install