FARM ANIMAL TRANSPARENCY

What Your Meat Label Does Not Tell You

HOW FAT READS MEAT LABELS

Beef · Pork · Chicken · Turkey · Lamb

How FAT Reads Meat Labels

Farm Animal Transparency evaluates every meat and poultry label using the same three-step analysis that drives every FAT reading — what is disclosed, how credible is the disclosure, and who stands behind the label. The result is a FAT disclosure count: how many of the 16 transparency categories the label actually addresses, how credibly each is backed, and what the public record says about the company behind it — read against the federal baseline every product already meets. FAT rates the disclosure, never the food.

The Problem — Most Meat Labels Reassure, They Do Not Inform

The average meat label carries 8–12 distinct claims, but most of those claims have no independent verification behind them. “Humanely raised,” “all natural,” “farm fresh” — the words are carefully chosen to imply more than the regulations require them to mean. Meanwhile, the processor who actually handled the animal, the facility’s enforcement history, and the specific conditions the animal lived in are rarely disclosed at all.

Knowing what to make of a meat label requires understanding both what it says and what those words actually mean under federal law. Most shoppers don’t have time for that research. FAT does it for them — in real time, on every label.

The Three Steps of a FAT Meat Reading

FAT evaluates every beef, pork, chicken, turkey, and lamb label across the same three steps, in the same order, on every package.

Step 1 — What Is Disclosed

FAT checks each of 16 transparency categories and marks it Known, Partial, or Missing.

# Category What Step 1 looks for on a meat label
1 USDA / FSIS Required Basics Inspection legend, establishment number, net weight, safe-handling statement, common product name, ingredient statement, Nutrition Facts where required, and other mandatory FSIS elements.
2 Species Clear animal type: beef, pork, chicken, turkey, lamb, veal, bison, or other covered species.
3 Breed Named breed, genetic line, or crossbred disclosure where substantiated, such as Angus, Berkshire, Wagyu, Duroc, Cornish Cross, Freedom Ranger, or a stated crossbred percentage.
4 Country of Origin Where the animal was born, raised, slaughtered, and processed, including state-level origin where substantiated.
5 Farm / Ranch The named farm, ranch, or grower group of origin. This row identifies the source farm; intermediate custody after the farm is handled separately in Category 16.
6 Age at Slaughter Age at harvest/slaughter, stated as a specific age or documented range.
7 Processor USDA-inspected establishment name, city/state, and establishment number; the establishment number is the key to processor-level FSIS public records.
8 Who Legal entity, corporate parent, beneficial owner, foreign-ownership status, and market-concentration context behind the product.
9 Brand Consumer-facing brand printed on the package and the relationship between the brand, processor, and corporate owner.
10 Feed Diet composition and finishing-phase feed, including forage, grain, pasture, hay, silage, vegetarian feed, organic feed, mineral package, and phase-specific feed where animals moved through multiple operations.
11 Animal Welfare Welfare practices and any third-party welfare certification, including whether certification is absent and the practices are only producer-documented.
12 Medicine Antibiotic policy, vaccination protocol, treatment records, residue-compliance participation, and claim substantiation such as NAE/RWA, BQA, PQA+, or producer affidavit.
13 Hormones Beef hormone-status disclosure where relevant; pork and poultry hormone claims must carry the required federal-disclaimer language because hormones are prohibited for those species.
14 Quality & Palatability USDA grade, lean percentage, marbling, aging method and duration, tenderness/process metrics, air-chilling, or other substantiated quality or palatability facts.
15 Organic USDA Organic certification status, certifying agent, and current certificate where applicable; otherwise, not USDA Organic certified.
16 Supply-Chain Intermediaries Every intermediate custodian between the farm/grower group and slaughter/processing: backgrounder, stocker, finishing feedlot, custom feedyard, captive feedyard, hatchery, pullet/breeder operation, contract grow-out farm, nursery, grow-finish site, auction/order buyer where material, and captivity or ownership status where applicable.

Disclosure status at Step 1:

Worked rule: grass claims in the Feed category

Partial is also how FAT records a claim that is recognized but earns no credit. Grass claims are the clearest case, and FSIS Guideline FSIS-GD-2024-0006 (August 2024) sets the line.

Earns the category. “FSIS considers Grass Fed, Grassfed, Grass-Fed and 100% Grass-Fed to be synonymous terms… derived from cattle that were only (100%) fed forage… after being weaned from their mother’s milk. This means such animals are never confined to a feedlot.” Because the claim rules out the feedlot, it counts. Note that “100% Grass-Fed” is not a stronger claim than “Grass Fed” — FSIS treats the four spellings as one claim.

Earns nothing. “Grass Finished” alone — the same guideline states it “is not synonymous with Grass Fed. Animals that are Grass Finished can be fed grain.” Also uncredited: mixed-diet claims such as “Grain Fed, Grass Finished,” and partial claims disclosing under 100% forage such as “75% grass fed.” Each is still shown on the scan, marked Partial, with the reason it earned nothing.

Why the tier still matters. An uncertified grass claim is limited by verification, not meaning: FSIS substantiates it through documentation reviewed at label approval, not an on-farm audit — so it lands at Producer-affidavit in Step 2. American Grassfed Association or Certified Grassfed by A Greener World move it to Third-party audited. Grass-fed vs. grass-finished under FSIS labeling →

Step 2 — How Credible Is the Disclosure

For every Known and Partial disclosure, FAT records who is asserting it. The four credibility tiers, from strongest to weakest:

When a category is Missing there is nothing to rate for credibility.

Step 3 — Who Stands Behind the Label

The accountability chain is the part of the reading a producer cannot rewrite. It is the public record. FAT surfaces four layers on every meat label:

  1. The processor, identified by FSIS establishment number — and the processor’s enforcement record pulled live from FSIS — plus its OSHA worker-safety record (inspections, citations, and penalties), kept as a separate axis from food safety.
  2. The brand owner on the package — including the parent corporation when the brand is a subsidiary line (Eckrich and Nathan’s Famous are Smithfield brands; Hillshire Farm and Jimmy Dean are Tyson brands; Coleman Natural and Niman Ranch are Perdue brands).
  3. Beneficial and foreign ownership — Smithfield Foods is owned by WH Group (China); National Beef is owned by Marfrig (Brazil); JBS USA is owned by JBS S.A. (Brazil). Foreign control of U.S. meat-packing is a material fact about who is making the claim.
  4. Economic concentration — the Herfindahl-Hirschman Index (HHI) and four-firm concentration ratio in the relevant species market. Concentrated systems shape what gets disclosed and what gets standardized away.

See the Step 3 deep dive below for how each of these layers is verified.

The FAT Disclosure Card

Every scan returns one card. It leads with a plain count — how many of the 16 transparency categories the label discloses — shown as a meter, not a letter grade and not a red/amber/green verdict on the food.

11 of 16

A count, not a grade. FAT rates what the label discloses and how credibly it is backed — never the quality, safety, or taste of the food.

Two Worked Examples

The same 16-category reading produces very different cards depending on how much a producer chose to disclose. Both products below are federally inspected and safe to eat; what differs is transparency, not quality. (Both labels are generic illustrations, not real brands.)

Example A — a transparent grass-fed brand: 13 of 16 disclosed

13 of 16

Example B — standard supermarket ground beef: 3 of 16 disclosed

3 of 16

Neither card judges the beef itself. Example A’s producer disclosed more and had more of it independently audited; Example B’s disclosed only the federal minimum. FAT reports that difference so a shopper can see it at a glance — and decide for themselves.

How the Disclosure Count Is Weighted

Behind the card’s plain count, not every category carries the same transparency value. FAT weights the 16 into a 0–100 disclosure index — Disclosure (Step 1) worth up to 70 points, Credibility (Step 2) up to 30 — so that disclosing a high-value category reads as more transparency than disclosing a routine one. The weighting drives the meter’s emphasis and is documented here for transparency; the card itself leads with the plain count, not a letter grade. Step 3 is reflected in Categories 7, 8, 9, and 16, and in the public-record fields attached to those categories.

Pillar 1 — Disclosure (0–70 points)

FAT evaluates all 16 meat and poultry categories. Each category contributes based on disclosure status:

Categories are weighted by how much transparency they add. Each earns its full weight when Known, 40% when Partial, and 0 when Missing. The 16 weights sum to 70 — the disclosure pillar: Animal Welfare 8; Feed 6 and Organic 6; Farm / Ranch 5 and Medicine 5; Breed 3 and Brand 3; Supply-Chain Intermediaries 2; the other eight categories 4 each. Credibility is the remaining 30 points.

Nine categories are all-or-nothing — full credit if disclosed, 0 if not, with no partial credit. Three are legally mandatory (pass/fail): Category 1 (Required Basics), Category 2 (Species — the mandatory common or usual product name), and the Category 7 processor identifier. Six more are inherently binary: Breed (3 points), Country of Origin (4 points), Farm / Ranch (5 points), Age at Slaughter (4 points), Who (4 points — the legal owner and corporate parent are identified, or they are not), and Brand (3 points — the consumer-facing brand and its ownership relationship are identified, or not). A specific disclosure earns full credit, while a vague marketing term (a generic “family farm,” an unspecified “young”) earns 0.

Pillar 2 — Credibility (0–30 points)

For each disclosed category, FAT weights the credibility tier:

This weighted 0–100 index orders and emphasizes disclosures behind the scenes. It is not shown to the shopper as a letter grade — the card leads with the plain count of categories disclosed and the verification behind each.

Reading Each Category

Every one of the 16 categories carries one of three disclosure states. These describe the label — not a verdict on the food:

Full Category Definitions — Meat & Poultry

# Category What FAT Looks For
1 USDA / FSIS Required Basics FSIS inspection legend (round or shield), USDA establishment number (P-, M-, or numeric), net weight, safe-handling statement, common product name, ingredient statement, Nutrition Facts where required, and any other mandatory FSIS element. Federally mandated. Scored pass/fail: the required elements (FSIS for meat and poultry; FDA for seafood and other non-FSIS foods) are either present — pass, full credit — or absent or incorrect — fail, no credit. There is no partial.
2 Species The type of animal — beef, pork, chicken, turkey, lamb, veal, bison, duck. Species must accurately match contents under FSIS regulations. Species misrepresentation (e.g., labeling horse meat as beef) is a federal violation. FAT confirms species labeling against the product description and FSIS-defined common names. Scored pass/fail: the common or usual product name is mandatory and must identify the species — present = pass, wrong or absent = fail.
3 Breed Specific breed or genetic line — Angus, Hereford, Berkshire, Heritage chicken, Wagyu, Duroc, Cornish Cross, Freedom Ranger, or a stated crossbred percentage. Breed claims are not federally verified unless backed by a USDA Process Verified Program. Many breed claims (“Angus-style,” “Angus blend”) are unverified marketing and receive low credibility weight. Named PVP-verified breeds receive USDA-reviewed or third-party-audited scoring. Scored all-or-nothing: 3 points if a specific breed is disclosed, 0 if not — no partial credit.
4 Country of Origin Country where the animal was born, raised, slaughtered, and processed under voluntary FSIS origin policy (the 2015 statutory removal of muscle-cut beef and pork from mandatory COOL did not displace voluntary disclosure). Multi-country products must list all countries of origin where used. State-level disclosure is supported by producer records. The 2024 USDA “Product of USA” rule (9 CFR Part 412, effective January 1, 2026) sets the federal standard for any “USA” claim. Scored all-or-nothing: 4 points if a specific country is disclosed, 0 if not.
5 Farm / Ranch Named farm, ranch, or grower group of origin; state or region; producer contact information. Single-source traceability where available. This row identifies the source farm; intermediate custody after the farm — backgrounder, stocker, custom feedyard, contract grow-out farm — is scored separately in Category 16. Vertically integrated processors (Tyson, JBS, Smithfield) often remove farm-level traceability from consumer packaging. Independent producers and direct-market brands frequently disclose this. FAT scores whether a specific sourcing entity can be identified from the label alone. Scored all-or-nothing: 5 points if a specific, named source is disclosed, 0 if not — a generic marketing phrase like “family farm” is not a source identity and earns no credit.
6 Age at Slaughter Age of the animal at time of slaughter — relevant to tenderness, flavor profile, and welfare indicators. Disclosed on some veal labels (bob veal vs. rose veal) and occasional lamb and poultry products. Rarely appears on beef, pork, or mainstream chicken packaging. Missing is the expected outcome for most products and is scored as a disclosure gap rather than a negative finding. Scored all-or-nothing: 4 points if a specific age or range is disclosed, 0 if not — a vague term like “young” is not a specific age and earns no credit.
7 Processor USDA FSIS establishment name, city/state, and establishment number. The establishment number is the critical link to FSIS public enforcement records. FAT uses it to retrieve recalls, administrative actions, humane handling violations under the Humane Methods of Slaughter Act (HMSA), quarterly grading enforcement reports, chemical residue violation data, and pathogen testing results for Salmonella, E. coli, and Listeria. A label with no establishment number cannot be linked to processor-level FSIS public records and structurally caps the public-record portion of this category at Missing. The processor identifier is scored pass/fail (present = pass, absent = fail; for FDA seafood the required identifier is the name and place of business). Two further regulators are scored as penalties against this category’s disclosure score, and they stack: EPA environmental violations (Clean Water Act, Clean Air Act) — −3; OSHA worker-safety citations — −2 (no record = 0).
8 Who Legal entity, corporate parent, ultimate beneficial owner, foreign-ownership status, and market-concentration context behind the product. Tyson Foods (US), JBS S.A. (Brazil), Smithfield Foods / WH Group (China), Perdue Farms (US), National Beef / Marfrig (Brazil). Processor’s market concentration share in its protein category. Whether the brand is an independent producer or a label owned by a multinational conglomerate. Vertically integrated vs. independent supply chain. Scored all-or-nothing: 4 points if the legal owner and corporate parent are identified, 0 if not.
9 Brand The consumer-facing brand printed on the package and its relationship to processor, owner, and parent. Brand names that imply animal-raising claims (e.g., “Family Farm,” “Happy Hen”) are evaluated against the underlying substantiation in the relevant category. Scored all-or-nothing: 3 points if the consumer-facing brand and its ownership relationship are identified, 0 if not.
10 Feed Diet composition and finishing-phase feed — forage, grain, pasture, hay, silage, vegetarian feed, organic feed, mineral package, and phase-specific feed where animals moved through multiple operations. “All Natural” does not mean grass-fed. “Pasture Raised” does not specify feed. The USDA AMS Grass Fed Marketing Claim Standard (74 FR 45647, 2009; withdrawn 2016 but still operative on a documentation basis under the 2019 ARC Guideline) defines grass-fed; claims without supporting documentation score as unverified marketing. Certified Organic feed under 7 CFR § 205.237 is one component of USDA Organic. Feed claims backed by USDA PVP receive USDA-reviewed scoring. Weighted 6 points; graded — a specific, documented feed earns full credit, vague terms partial.
11 Animal Welfare Living conditions — indoor vs. outdoor access, space per animal, group housing vs. individual confinement, enrichment, and handling practices. Recognized third-party certifications: Certified Humane (HFAC), Animal Welfare Approved (AWA), Global Animal Partnership (GAP 1–5+), American Humane Certified. USDA Organic requires outdoor access for poultry and ruminants but does not specify space standards. “Humanely raised” without a named certifier scores as unverified marketing. Missing is the most common outcome for conventional product. Weighted 8 points — the heaviest single category, reflecting how much living conditions matter and how rarely they are disclosed; graded by specificity and credibility.
12 Medicine Antibiotic policy, vaccination protocol, treatment records, residue-compliance participation, and claim substantiation: No Antibiotics Ever (NAE), Raised Without Antibiotics (RWA), BQA, PQA+, USDA Organic. Vaccination program disclosure. FSIS chemical residue data via the National Residue Program is linked through Category 7’s establishment number. “No growth-promoting antibiotics” as a standalone claim is misleading after FDA GFI #213 and the Veterinary Feed Directive (21 CFR § 558.6, effective 2017) — already prohibited by regulation. Weighted 5 points; graded.
13 Hormones Beef hormone-status disclosure (estradiol, progesterone, testosterone, zeranol, trenbolone are FDA-approved for cattle under 21 CFR Part 522). USDA requires the qualifier “Federal regulations prohibit the use of hormones” when a hormone-free claim appears on pork or poultry products, because hormones are not approved for those species.
14 Quality & Palatability USDA quality grade (Prime, Choice, Select, Standard for beef; similar scales for lamb and veal; Grade A for poultry), lean percentage, marbling, aging method and duration, USDA Certified Tender, air-chilling. USDA grades are government-administered but voluntary — most supermarket beef is Choice or Select, and Select is frequently unlabeled. Premium claims like “Prime” without a USDA grade mark score as unverified marketing.
15 Organic USDA Organic certification status under the National Organic Program (7 CFR Part 205), certifying agent, and current certificate where applicable. Core livestock requirements at §§ 205.236–205.239: 100% certified-organic feed, no growth hormones, no antibiotics in organic-labeled meat, continuous organic management from the last third of gestation for slaughter livestock, year-round outdoor access, and (for ruminants) ≥30% dry-matter intake from pasture during ≥120-day grazing season. The 2023 Strengthening Organic Enforcement rule (88 FR 3548, effective March 2024) tightened the substantiation chain. Weighted 6 points; graded.
16 Supply-Chain Intermediaries Every intermediate custodian between the farm/grower group and slaughter/processing: backgrounder, stocker, finishing feedlot, custom feedyard, captive feedyard, hatchery, pullet/breeder operation, contract grow-out farm, nursery, grow-finish site, auction/order buyer where material, and captivity or ownership status where applicable. Captive-feedlot relationships (where the packer owns or controls the feedyard) are recorded explicitly. A printed EPA NPDES CAFO permit number (or qualifying state CAFO permit — a two-letter state code plus 7–9 digits, e.g., CO0050009) substantiates the finishing-phase intermediary’s identity at the USDA-reviewed credibility tier even when no other audit evidence appears on the label; the captivity relationship itself is not established by the permit alone (per FAT DSA v1.1). Weighted 2 points; graded.

Step 3 Deep Dive — Who Actually Stands Behind a Meat Label

Step 3 is the part of a FAT reading that goes beyond the label itself. It pulls from federal datasets, corporate filings, and antitrust analysis — the work most consumers never see and most labels never volunteer.

USDA Establishment Numbers

Every package of USDA-inspected meat and poultry carries an establishment number — “EST. 12345” or “P-12345” for poultry. That number identifies the FSIS-inspected plant that slaughtered or processed the animal. It is the single most powerful piece of information on the package, because it links the product to its facility’s public enforcement record.

If the establishment number is missing, Category 7 (Processor) is Missing and the public-record portion of the reading becomes structurally impossible to evaluate — there is no key to query the enforcement database.

Looking Up Establishments Directly

The FSIS Establishment Demographic Data and Meat, Poultry, and Egg Product Inspection Directory let anyone look up a plant by establishment number or company name. The lookup returns the plant’s address, the species inspected, inspection grant date, and FSIS district. From there, the enforcement datasets can be queried by the same plant identifier.

FAT performs this lookup automatically on every label it reads. The Processor Lookup tool exposes the same data for any reader who wants to do it themselves.

Understanding FSIS Enforcement Data

FSIS publishes enforcement records in several distinct datasets. Each one tells a different story about the plant on the label.

FAT pulls these datasets on demand and links them to the public-record fields attached to Category 7 (Processor). A clean record raises the credibility ceiling for Categories 11 (Animal Welfare) and 12 (Medicine). A pattern of violations lowers it. Beyond FSIS food-safety data, FAT also surfaces the plant’s EPA environmental enforcement (water and air discharges under the Clean Water Act and Clean Air Act) and its OSHA worker-safety record; these apply as stacking penalties against Category 7’s disclosure score — EPA −3, OSHA −2 — and appear on the card as factual public-record lines. Supply-chain intermediaries — backgrounders, stockers, finishing feedlots, contract grow-out farms, custom feedyards, and captive feedyards — are recorded separately in Category 16 so concentration patterns upstream of the processor are visible; where a label prints an EPA NPDES CAFO permit number, that number substantiates the finishing-phase intermediary’s identity at the USDA-reviewed tier (per FAT DSA v1.1).

Who Owns Your Meat — Brand → Owner → Parent

The brand on the front of the package is rarely the company that owns the operation. FAT records the consumer-facing brand in Category 9 and the legal owner, corporate parent, beneficial owner, foreign-control status, and market-concentration context in Category 8 (Who):

Producer self-attestation about who owns the operation is Producer-affidavit at best. Public records — Securities and Exchange Commission filings, USDA Packers and Stockyards reports, state corporate filings, FDA Food Facility Registration — are USDA-reviewed or third-party-audited equivalents.

Foreign Ownership in U.S. Meat

The largest U.S. meat-packers are foreign-owned:

Foreign ownership is a material fact about who is making transparency claims about U.S. animals. FAT records it explicitly on every label whose ultimate parent is foreign-controlled.

Market Concentration & the Herfindahl-Hirschman Index (HHI)

The HHI measures market concentration by squaring the market share of every firm in a market and summing the results. The Department of Justice treats markets with an HHI above 2,500 as “highly concentrated.” U.S. meat-packing markets sit well above that threshold:

Concentrated markets shape what gets disclosed. When a small number of vertically integrated firms control most slaughter capacity, the labels on most packages reflect their disclosure choices, not the broader industry’s range. FAT records the concentration context for every reading so that “industry standard” is visible as a structural fact rather than an unspoken default.

Sources & Framework References

🐟 How FAT Reads Seafood Labels → — the same three-step framework adapted for seafood: species verification against the FDA Seafood List, the Siluriformes (catfish) exception, wild vs. farmed, MSC / ASC / BAP credibility tiers, and FDA enforcement.

See FAT in Action

Download the FAT App and scan any meat or poultry label to get the full reading — the disclosure count, category-by-category status, verification tiers, and enforcement records — all on one card.

Get the FAT App · Research Library · Processor Lookup

Last reviewed: July 2026. Reframed to the disclosure-count card model — count not letter grade, meter not traffic light, FSIS baseline on every card, rates the disclosure never the food. The weighted 0–100 methodology is retained behind the scenes (16-category framework; weights sum to 70 — disclosure pillar 70 + credibility 30 = 100; pass/fail Required Basics, Species, Processor; all-or-nothing Breed 3, Country 4, Farm/Ranch 5, Age 4, Who 4, Brand 3; graded Animal Welfare 8, Feed 6, Organic 6, Medicine 5, Supply-Chain 2, others 4; EPA/OSHA penalties; EPA NPDES CAFO permit → USDA-reviewed identity substantiation for the finishing-phase intermediary, Cat 16, DSA v1.1).

Last reviewed: May 2026
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