How FAT Works

Farm Animal Transparency (FAT) creates a single, comprehensive labeling standard that brings together all the information consumers care about — species, breed, farm, processor, feed, welfare, quality, medicine use, and more. Every piece of information is documented by producers and independently audited.

Instead of piecing together scattered claims and vague marketing terms, you get everything in one place: 14 transparency categories that tell the complete story behind your meat purchase.

The 14 FAT Transparency Categories

Every FAT label covers all the categories that matter — verified and explained in plain English.

The Problem with Current Labels

Today’s retail meat labeling system is fragmented, inconsistent, and often misleading. USDA-required labels tell you a narrow set of basics — species, net weight, establishment number — but leave consumers guessing about almost everything else.

Voluntary marketing claims like “Raised Without Antibiotics,” “Grass-Fed,” or “Humanely Raised” sound meaningful, but their definitions vary. Some are backed by third-party certification. Others are approved by FSIS based only on producer documentation. Still others appear on packaging with no independent verification at all.

The result is that most retail meat labeling comes to five disconnected layers: mandatory USDA information (like the inspection legend, safe handling instructions, and establishment number), optional USDA-approved marketing claims, third-party certifications (like Certified Humane or Animal Welfare Approved), private brand messaging, and, in some cases, misleading or aspirational language.

There is no single, unified standard that lets consumers compare what one label discloses against another. USDA grading (Choice, Prime, Select) only covers marbling and palatability — not welfare, not feed, not medicine, not where the animal lived or how it was raised.

Even when certain certifications or environmental claims exist, their requirements differ widely, their logos are inconsistent, and their verification levels range from rigorous third-party audits to essentially self-reported. For consumers who want trustworthy, comparable information, the current system has become the problem.

The FAT Solution

Farm Animal Transparency (FAT) cuts through the confusion by creating one comprehensive labeling standard — a single framework that covers everything consumers actually want to know about the meat they buy.

Rather than relying on fragments — a USDA grade here, a certification logo there, a marketing claim somewhere else — FAT consolidates all meaningful transparency information into 14 categories. These categories span everything from basic regulatory compliance and species identification to feed practices, animal welfare, medicine and antibiotic use, quality and palatability, and even FSIS enforcement history tied to the processor.

Every FAT label uses all 14 categories — no cherry-picking, no burying bad news. For each category, FAT tells you what the producer claims, what evidence or certification backs it up, and how credible that claim is. The credibility framework has three tiers: Verified (third-party audited or USDA program-backed), USDA-Approved Claim (reviewed by FSIS with producer documentation), and Label Claim Only (no independent verification identified).

FAT uses all 14 categories — not just the ones a producer wants to highlight. The result is a label that works like a nutrition panel for transparency: standardized, comparable, and honest.

That means two packages of beef sitting side-by-side in the meat case can finally be compared on the same terms — across welfare, feed, medicine, origin, and enforcement data — instead of forcing consumers to decode a patchwork of logos, fine print, and marketing language.

What’s on Every FAT Label

Animal Identity

FAT starts with the basics: clear identification of what you’re buying, and how the genetics behind that product shape flavor, texture, fat content, and cooking behavior. You’ll see the species (beef, pork, chicken, turkey, lamb, bison, etc.), and the breed if disclosed. Breed is not decorative — it affects marbling, tenderness, and flavor. Angus, Hereford, Berkshire, and Heritage breeds each produce distinct meat. Most USDA labels don’t require breed disclosure, so when it appears on a FAT label, it’s because the producer chose transparency.

Country / Origin

The information on most retailer’s labels is minimal. Your primary identity associated to anything on the label is the USDA establishment number, which FAT decodes in real time to show you the name and location of the actual processing plant. From there, FAT tells you the country or countries of origin (born, raised, slaughtered) when that data is available.

For example, a package labeled “Product of USA” might have been born in Canada, raised in Mexico, and slaughtered in the United States. Current USDA labeling rules do not always require born and raised details separately, so when a FAT label shows the full chain, you’re getting more than what most packages reveal.

Farm / Ranch

This is a level of traceability the average consumer rarely sees. FAT identifies the farm or ranch where the animal was raised when that information is available and verifiable. Some premium brands and direct-to-consumer operations already disclose this. When it appears on a FAT label, it’s because the producer has documentation connecting the product back to a named operation.

Feed

Feed is central to everything — flavor, nutrition, fat composition, and how the animal was raised. The terms you see on labels range from precise and certified to vague and misleading.

“Grass-Fed” is not standardized across all programs. The USDA withdrew its grass-fed marketing claim standard in 2016, meaning the term “grass-fed” on a label today may be backed by an AMS-approved claim, a third-party certification (like the American Grassfed Association), or nothing beyond the producer’s own assertion.

FAT’s feed section tells you what the producer actually claims about how the animal was fed (grass-fed, grain-finished, organic feed, etc.), and whether that claim is backed by certification, USDA-approved documentation, or only by the label itself.

Animal Welfare

This covers the full spectrum of welfare-related claims: outdoor access, pasture-raised, free-range, humane handling, living conditions, stocking density, and enrichment. Certifications like Certified Humane, Animal Welfare Approved, and Global Animal Partnership (GAP) each define their own standards — and their rigor varies significantly.

FAT identifies what certifications or claims appear, explains what they require, and assesses credibility. A “free-range” claim with no certification behind it is treated very differently from an Animal Welfare Approved stamp that requires annual third-party audits.

Quality / Palatability

USDA grading (Prime, Choice, Select) measures marbling and expected palatability — but nothing else. FAT includes this, plus additional quality claims like dry-aging, wet-aging, Wagyu-style marbling, or other premium processing methods that affect flavor and texture.

Dietary Attributes

Consumers increasingly select protein based on dietary frameworks: keto, paleo, Whole30, low-fat, high-protein, or allergen considerations. FAT captures these attributes when disclosed, so you can evaluate whether the product fits your dietary needs without guessing.

Medicine / Antibiotics / Hormones

This is one of the most scrutinized categories in meat labeling. Terms like “No Antibiotics Ever,” “Raised Without Antibiotics,” “No Added Hormones,” and “No Growth Promotants” appear frequently — but their verification varies enormously.

FAT evaluates these claims on three levels: (1) Is there a third-party certification? (2) Is the claim USDA-approved with supporting documentation? (3) Or is it simply printed on the label with no independent confirmation?

Importantly, the absence of an antibiotic or hormone claim does not mean the product is free of them. It usually means the producer chose not to make a claim — or could not substantiate one. FAT makes this visible.

FSIS Enforcement Protocols

When a USDA establishment number is detected on the label, FAT retrieves real-time enforcement data from public FSIS datasets. This is information that exists in government databases but has never been connected to the consumer experience at the point of purchase.

FAT covers six enforcement sub-areas:

• Recalls — Active and historical FSIS recall actions tied to the establishment
• Administrative Actions — Enforcement actions such as warnings, NOIEs, or compliance issues
• Humane Handling Violations — Livestock humane handling inspection task outcomes
• Quarterly Enforcement Actions — NOIEs, suspensions, and regulatory actions reported each quarter
• Chemical Residue Violations — FSIS chemical residue violation history
• Salmonella Performance & Beef Pathogen Testing — Critical pathogen testing results for poultry and beef

This enforcement data is sourced directly from USDA/FSIS public datasets and linked to each product via its USDA establishment number. No other consumer tool connects this data to the label in your hand.

Dietary Attributes & Age at Slaughter

FAT also captures additional categories that round out the transparency picture: dietary attributes (keto, paleo, Whole30, allergen information) and age at slaughter, which affects tenderness, flavor development, and is a key factor in premium programs like certified Wagyu.

Additional Categories

Beyond these primary categories, the website also tracks a 14th category: Environmental Impact (carbon footprint, water usage, land use). This category does not yet appear in the FAT App but is tracked here to provide a more complete picture. Its objective is to capture information that might influence your decision to either use a product or avoid it — particularly as environmental transparency standards evolve.

Why FAT Labels Are Reliable

FAT provides a framework for evaluating both what a label claims and how credible that claim is. The three-tier credibility system helps consumers understand the difference between a verified, audited claim and one that appears on the label with no external support.

When FSIS enforcement data is available, it adds another layer of accountability: not just what the producer says, but what the government’s own inspection and enforcement records show about the facility that processed your meat.

Using FAT Labels to Make Informed Decisions

With complete information at your fingertips, you can finally shop according to your actual priorities. If animal welfare matters most, the FAT label tells you exactly what certifications (if any) are behind the claim. If antibiotics are your primary concern, you can compare the specific claims and their verification levels across products.

The FAT App makes this even easier: scan any label at the store, get an instant evaluation across all 14 categories, and compare two products side by side.

The future of meat labeling is complete, verified transparency — and FAT is building it.

Ready to See FAT in Action?

Compare FAT labels side by side with traditional USDA labels to see exactly what information you’re getting — and what you’re missing.

View the Label Comparison →