The Food Label Truth Table
Most food-label claims fall into one of two buckets: legally regulated, with a specific federal definition and (sometimes) a third-party audit behind it, or marketing language with no enforced meaning at all. This table sorts nineteen common label terms into those two buckets and cites the exact FDA, USDA, or eCFR source behind each one — or the absence of one. This is a label-and-regulation reference, not a nutrition or health recommendation.
The decoder table
| Term | Category | Status | What it actually means | Federal source |
|---|---|---|---|---|
| USDA Organic | Production method | Regulated | A legally defined, third-party-audited production standard — no synthetic pesticides/fertilizers, no bioengineered ingredients, specific animal-welfare and land rules — verified by a USDA-accredited certifying agent with annual inspection. | 7 CFR Part 205 |
| "Natural" | General claim | Marketing (no formal definition) | FDA has never adopted a formal rule defining "natural." Its non-binding policy only says it won't object when nothing artificial/synthetic has been added that wouldn't normally be expected — the policy explicitly ignores production or processing methods. | FDA policy statement (no CFR rule) |
| Free Range (poultry) | Animal-raising | Regulated, weak | USDA requires only "continuous, free access to the outdoors" during the growing cycle — no minimum duration, space, or vegetation required. | USDA FSIS labeling policy |
| Cage-Free | Animal-raising | Regulated, limited | Hens aren't confined to cages and can move within a building — but there is no outdoor-access requirement at all. | USDA FSIS labeling policy |
| Pasture-Raised | Animal-raising | Marketing (no federal definition) | USDA has no formal definition or outdoor-space minimum. Verification, if any, comes only from private third-party certifiers. | No federal standard exists |
| Grass-Fed (beef) | Animal-raising | Marketing (USDA standard withdrawn) | USDA's AMS withdrew its own Grass (Forage) Fed standard in Jan. 2016, citing lack of statutory authority. Claims now rely on private third-party standards. | Federal Register 81 FR 1379 (2016) |
| "No Hormones Added" (poultry/pork) | Production method | Regulated disclaimer required | Hormones are already federally prohibited in poultry/pork, so the claim must legally carry the disclaimer "Federal regulations prohibit the use of hormones." | USDA FSIS labeling policy |
| Non-GMO (private seal) | Ingredient sourcing | Marketing (private, voluntary) | Seals like Non-GMO Project Verified are run by private organizations with their own testing thresholds — not a USDA/FDA program. | No federal statute |
| Bioengineered (USDA disclosure) | Ingredient sourcing | Regulated, mandatory | USDA's Bioengineered Food Disclosure Standard mandates disclosure above a detection threshold (up to 5% inadvertent presence allowed per ingredient before disclosure triggers). | 7 CFR Part 66 |
| Wild-Caught / Farm-Raised | Production method | Regulated (COOL law) | Federal Country-of-Origin Labeling law requires disclosure of both origin country and production method at point of sale. | 7 CFR Part 60 |
| "Made With Real Fruit" | Ingredient marketing | Marketing (no threshold) | No regulation sets a minimum fruit-content percentage required to use this phrase. | No specific 21 CFR provision |
| Serving Size (RACC) | Nutrition Facts panel | Regulated | FDA's Reference Amounts Customarily Consumed tables assign a standardized serving size per food category from consumption survey data — not chosen by the manufacturer. | 21 CFR 101.12 |
| Per-Container Dual Column | Nutrition Facts panel | Regulated | Packages holding 200–300% of one RACC serving must show a second "per container" column so single-sitting packages aren't misread. | 21 CFR 101.9(b) |
| Total Sugars | Nutrition Facts panel | Regulated | Includes every sugar in the food — natural (lactose, fruit fructose) plus any added sugar — as one combined figure. | 21 CFR 101.9(c)(6)(ii) |
| Added Sugars | Nutrition Facts panel | Regulated | A separate indented line under Total Sugars counting only sugars added during processing. | 21 CFR 101.9(c)(6)(iii) |
| % Daily Value (%DV) | Nutrition Facts panel | Regulated | Shows a nutrient's share of a standardized 2,000-calorie reference diet — not personalized to the consumer's own needs. | 21 CFR 101.9(c) |
| Extra Virgin (olive oil) | Standard of identity | Regulated grade | Defined by a maximum 0.8% free-acidity level and a sensory panel finding no defects (California requires a stricter 0.5%). | USDA/IOC-aligned grade standard |
| Harvest Date (olive oil) | Standard of identity | Regulated if claimed | Voluntary federally, but if printed, all olives used must actually be from that window. California mandates it on certified bottles. | Voluntary (federal); mandatory (California) |
| Pure / Raw / Unfiltered (honey) | Standard of identity | Marketing (no standard of identity) | FDA has never set a standard of identity for honey; these words are not independently verified before sale. | No FDA standard; non-binding CPG Sec. 515.500 |
Why this distinction matters
"Regulated" does not mean "verified strictly" or "the product is good" — NSF-style certification-vs-marketing logic applies here too. USDA Organic is regulated and independently audited every year. Free-range is regulated but sets almost no bar (no minimum time or space outdoors). "Natural" and "pasture-raised," by contrast, aren't regulated at all — any producer can print them with zero federal review. Reading the "status" column tells you how much weight a claim can actually bear.
Caveats — read before citing a row
- This table reports label law, not health effects. A "regulated" claim (e.g., "no hormones added" on chicken) can be true and still meaningless as a purchasing signal, because the underlying practice was already mandatory for everyone.
- Private certifications are not federal regulation. Seals like Non-GMO Project Verified or Certified Humane may have real, meaningful standards — but they are voluntary programs run by private organizations, not USDA/FDA rules, and are listed here as distinct from federal law.
- State rules can be stricter than federal ones. California's olive oil program is the clearest example (mandatory harvest date, stricter acidity ceiling) — check state-specific rules for products sold there.
- Regulations get amended. The Bioengineered Food Disclosure Standard and Nutrition Facts sugar rules are both relatively recent (2016–2022) and subject to future rulemaking; this table reflects the rules as understood as of the version date below.
- This is not medical, dietary, or purchasing advice for any specific product or diet — it reports what a label claim is legally required to mean, never a health-outcome or "healthy/unhealthy" verdict.
Methodology & versioning
Version 1.0 — published July 30, 2026. Every row was checked against a primary federal source — the eCFR text of the relevant Code of Federal Regulations part/section, USDA FSIS's public labeling-policy guidance, USDA AMS Federal Register notices, or FDA's own published guidance/policy statements — rather than secondary summaries. Where no binding federal rule exists (e.g., "natural," "pasture-raised," honey's "raw/pure" claims), that absence is itself the cited fact. We do not test or certify any specific product; this is a label-claim reference, not a lab result. Corrections: if a rule changes or we find an error, this page and the CSV below are updated in place and the version/date bumped — see How We Evaluate for our full editorial policy.
License: This dataset is published under CC BY 4.0 — reuse it freely with attribution.
How to cite this dataset:
Pantry Lab. "The Food Label Truth Table" (Version 1.0). July 30, 2026.
https://pantry-lab.pages.dev/food-label-truth/
Machine-readable download: the full table is available as CSV at /food-label-truth.csv, and a condensed digest is maintained in /llms-full.txt.
This page is general reference information about label and regulatory claims, not a dietary, health, or purchasing determination for any specific product.
Frequently Asked Questions
A normalized reference dataset that sorts common food-label terms into two buckets — legally regulated claims with a federal citation, and marketing claims with no enforced definition — so you can tell which words on a package mean something specific and which are decoration.
No. The FDA has never adopted a formal rule defining 'natural.' Its only guidance is a non-binding informal policy about not objecting to the term when nothing artificial has been added — it doesn't cover pesticides, GMOs, or processing methods, and no agency verifies the claim before sale.
No, and neither is strongly regulated. 'Free-range' has a USDA definition but sets no minimum duration or space outdoors. 'Pasture-raised' has no federal definition at all — verification, where it exists, comes only from private third-party certifiers like Certified Humane, not from USDA.
No. Every row reports what a label term is legally required (or not required) to mean under FDA, USDA, or eCFR rules. It does not evaluate whether any product is healthy, unhealthy, or recommended — that determination is outside this dataset's scope.
Each row cites its federal source: a specific eCFR part/section (e.g., 7 CFR Part 205 for organic, 21 CFR 101.12 for serving sizes), a USDA FSIS labeling-policy reference, or an FDA policy/guidance document where no binding rule exists. See the Methodology section below for how this was compiled.