PacketCourt
Collection
PacketCourt audits food-package claims against label evidence using small, transparent AI models. • 9 items • Updated • 1
id string | title string | front_text string | back_text string | expected_claims list | expected_verdicts unknown | expected_gap_terms list | expected_best_before timestamp[s] | expected_sugar_teaspoons float64 | expected_after_opening string |
|---|---|---|---|---|---|---|---|---|---|
pc-001 | protein cereal persuasion gap | HIGH PROTEIN MULTIGRAIN 100% NATURAL | Ingredients: Refined wheat flour, rolled oats, ragi flour, sugar, cocoa, salt. Nutrition per 100g: Protein 12.4g, Total Sugars 22g, Added Sugars 18g, Sodium 410mg. Net weight 300g. PKD: 13 JUN 26. Best before 6 months from packaging. | [
"High Protein",
"Multigrain",
"100% Natural"
] | {
"Multigrain": "TECHNICALLY TRUE, CONTEXT MISSING",
"100% Natural": "CANNOT VERIFY"
} | [
"sugar",
"sodium",
"refined"
] | 2026-12-13T00:00:00 | 16.5 | null |
pc-002 | no added sugar contradiction | NO ADDED SUGAR | Ingredients: Rolled oats, glucose syrup, peanuts. Nutrition per 100g: Total Sugars 19g, Added Sugars 12g. | [
"No Added Sugar"
] | {
"No Added Sugar": "CONTRADICTED BY PROVIDED LABEL"
} | [] | null | null | null |
pc-003 | no added sugar supported by supplied label | NO ADDED SUGAR | Ingredients: Rolled oats, peanuts, cocoa, salt. Nutrition per 100g: Total Sugars 2g. | [
"No Added Sugar"
] | {
"No Added Sugar": "SUPPORTED BY PROVIDED LABEL"
} | [] | null | null | null |
pc-004 | fssai registration is not endorsement | FSSAI APPROVED | FSSAI Lic. No. 12345678901234. Ingredients: oats, salt. | [
"FSSAI Approved"
] | {
"FSSAI Approved": "TECHNICALLY TRUE, CONTEXT MISSING"
} | [
"endorsement"
] | null | null | null |
pc-005 | baked snack quiet sodium | BAKED NOT FRIED WHOLE GRAIN ZERO TRANS FAT | Ingredients: Refined wheat flour, whole wheat flour, vegetable oil, seasoning, salt. Nutrition per 100g: Protein 7g, Total Sugars 3g, Sodium 780mg, Saturated Fat 5g, Trans Fat 0g. Net weight 180g. PKD: 01 JUN 26. Best before 4 months from packaging. | [
"Baked Not Fried",
"Zero Trans Fat",
"Whole Grain"
] | {
"Baked Not Fried": "TECHNICALLY TRUE, CONTEXT MISSING",
"Zero Trans Fat": "SUPPORTED BY PROVIDED LABEL",
"Whole Grain": "TECHNICALLY TRUE, CONTEXT MISSING"
} | [
"sodium",
"refined"
] | 2026-10-01T00:00:00 | null | null |
pc-006 | natural claim conservative refusal | 100% NATURAL | Ingredients: Chickpea flour, spices, salt. | [
"100% Natural"
] | {
"100% Natural": "CANNOT VERIFY"
} | [] | null | null | null |
pc-007 | preservative contradiction | NO PRESERVATIVES | Ingredients: Tomato pulp, sugar, salt, sodium benzoate. Use by: 08 JUL 2026. | [
"No Preservatives"
] | {
"No Preservatives": "CONTRADICTED BY PROVIDED LABEL"
} | [] | 2026-07-08T00:00:00 | null | null |
pc-008 | after opening evidence | NO PRESERVATIVES | Ingredients: Tomato, salt. Use by: 08 JUL 2026. Consume within 3 days after opening. | [
"No Preservatives"
] | {
"No Preservatives": "SUPPORTED BY PROVIDED LABEL"
} | [] | 2026-07-08T00:00:00 | null | Consume within 3 days after opening |
pc-009 | relative shelf life missing start date | MULTIGRAIN | Ingredients: Whole wheat flour, oats, ragi flour. Best before 6 months from packaging. | [
"Multigrain"
] | {
"Multigrain": "SUPPORTED BY PROVIDED LABEL"
} | [] | null | null | null |
pc-010 | protein basis missing | HIGH PROTEIN | Ingredients: Chickpea flour, salt. Protein 9g. | [
"High Protein"
] | {
"High Protein": "CANNOT VERIFY"
} | [] | null | null | null |
PacketCourt Golden Cases
A small evidence-first evaluation set for auditing front-of-pack claims against the text printed on the same Indian packaged-food label.
Each record contains:
- front-label claim text
- back-label evidence text
- expected claims and conservative verdicts
- expected persuasion-gap concepts
- expected deterministic date or whole-packet calculations
The initial set is intentionally small and hand-audited. It is a regression and demonstration asset, not a representation of all Indian packaged foods.
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