Most CPG brands have some version of a label compliance process. A regulatory consultant reviews labels before launch. A shared spreadsheet tracks claims. Legal does a final pass. And every year, products still go out with undeclared allergens, unsupported nutrient content claims, or missing required disclosures — because the process has gaps that only become visible after a recall or a warning letter.
The label compliance problem isn't a knowledge problem. Regulatory affairs teams know what the rules say. It's a process and tooling problem: compliance reviews happen too late, too manually, and across too many disconnected teams to catch everything before it reaches a shelf.
Why Label Compliance Breaks Down
Label compliance failures tend to cluster around a few recurring process failures. Understanding where the gaps are is the first step toward closing them.
The review happens at the end, not throughout
The traditional model treats label compliance as a gate: design the label, write the copy, then submit it for regulatory review before print. The problem is that by the time a label reaches that gate, the marketing team has already finalized the claims, the design is locked, and the retailer launch timeline is immovable. Compliance reviewers are forced to either wave through issues or create expensive delays. Labels that should be caught at the claim-drafting stage instead get approved under schedule pressure.
Reformulations don't trigger compliance reviews
A supplier reformulates a flavor system. A contract manufacturer switches a starch. A formulator adjusts a mineral blend. Each of these changes can introduce a new allergen, eliminate a nutrient level that supports a claim, or add an ingredient with a regulatory status issue. In most brands, these changes flow through quality systems — not compliance systems. By the time the label is reviewed again (if it's reviewed at all), the reformulation has been in production for months.
Claims get copied across products and channels
A structure/function claim approved for a supplement label gets copied into a website product page. A nutrient content claim approved for one SKU gets pasted onto a reformulated version with different nutrition data. Marketing copy from a brand that qualifies for "healthy" under the 2025 updated definition gets reused for a product that doesn't. Claims don't travel with their context — the regulatory basis, the qualifying data, the approved language — because there's no system that connects them.
The compliance record is in documents, not data
Most compliance teams maintain review records in PDFs, email chains, and shared drive folders. There's no queryable history of which claims have been reviewed, under which regulatory standard, with what supporting data, and by whom. When a regulator asks for documentation, or when an internal audit needs to verify compliance, the answer is a file search.
What a Label Compliance Solution Needs to Do
A label compliance solution that actually closes these gaps looks different from a document management system or a regulatory reference library. These are the capabilities that matter.
Catch issues at the claim level, not just the label level
The earliest point at which compliance can be enforced is when a claim is proposed — not when it appears on a finished label file. An effective solution lets compliance teams review proposed claim language against specific regulatory thresholds before it reaches design. "High protein" gets checked against the ≥20% DV requirement before it goes on a mockup. "Supports healthy immune function" gets evaluated against the structure/function versus disease claim line before it goes into a creative brief.
That's the difference between compliance as a filter and compliance as a gate. Filtering happens upstream, when changes are still cheap. Gating happens downstream, when changes are expensive.
Integrate with ingredient and formulation data
A label compliance tool that operates only on label images can't catch the thing that drives most recalls: an undeclared allergen buried in a sub-ingredient that never appears on the label. Real label compliance requires visibility into ingredient composition — sub-ingredients, compound ingredients, flavor systems, processing aids. When formulations change, compliance implications should surface automatically, not after the fact.
Under FALCPA and the FASTER Act, every product must be evaluated for all nine major allergens (milk, eggs, fish, shellfish, tree nuts, wheat, peanuts, soy, sesame) down to the sub-ingredient level. A seasoning blend that contains a sesame-derived component doesn't get a pass because sesame is buried in a "spices" declaration. A natural flavors system derived from shellfish doesn't get a pass because the allergen source isn't obvious from the supplier's label. Tracking these connections manually, across dozens or hundreds of SKUs, is where manual processes fail.
Cover every channel where claims appear
FDA and FTC enforcement doesn't distinguish between a label and a website. A disease claim on a product detail page carries the same regulatory risk as a disease claim on the Supplement Facts panel. Social posts and influencer content are subject to the same rules as print advertising.
Most label review processes cover exactly one channel: the physical label. Everything else — the Amazon listing, the landing page, the brand ambassador's TikTok — operates outside the compliance process. An effective label compliance solution extends coverage to all the channels where product claims appear, not just the ones that go through a label design workflow.
Create a system of record for every claim
Each claim should have a documented regulatory basis, a record of review, approved language, the channels it's approved for, and a history of changes. When a regulatory standard changes — as the "healthy" claim definition changed in February 2025 — a brand should be able to identify immediately which claims are affected and which products carry them.
Without a claims system of record, regulatory changes require a full manual audit. With one, the scope of impact is queryable.
What AI Changes About Label Compliance
AI doesn't make label compliance easier by reducing the regulatory requirements — the requirements are what they are. What AI changes is the speed and coverage with which compliance review can be applied.
A manual compliance review of a single label might take a regulatory professional several hours, cross-referencing the relevant CFR sections, evaluating each claim against the applicable thresholds, and checking the full ingredient list against allergen status. A product catalog of 200 SKUs takes weeks. Monitoring 50 influencer accounts for disease claims is essentially impossible manually.
AI agents can run those checks in minutes per label, consistently, at any volume. Nutrient content claims get evaluated against the actual DV thresholds. Ingredient lists get cross-referenced against allergen databases. Structure/function claims get evaluated against the disease claim boundary. Required disclosures get checked for completeness. Each finding includes the specific CFR reference and a suggested fix — not just a flag, but a path to resolution.
The implication for CPG brands: compliance review no longer has to be a bottleneck. It can run in parallel with product development, rather than at the end of it.
What to Look for in a Label Compliance Solution
When evaluating label compliance solutions, the questions that separate real capability from marketing copy:
Does it verify claims against actual regulatory thresholds, or just flag keywords? A tool that flags any use of "high protein" isn't a compliance tool — it's a keyword filter. A tool that verifies protein content against the 20% DV threshold and confirms the serving size matches the RACC is a compliance tool.
Can it trace allergens through sub-ingredients? If the tool only reads what's on the label, it can't catch the allergen buried in a flavoring system or a compound ingredient. The tool needs access to formulation data or supplier documentation to evaluate allergen status at the ingredient level.
Does it cover marketing copy and social content, or only labels? FDA and FTC enforcement touches every channel. A solution that only covers labels leaves the highest-risk channels — where claims are written by marketers without regulatory training — unmonitored.
Does it create a claims record, or just generate reports? Audit-ready documentation means a system of record for every claim, not a PDF that gets emailed after a review. The record should include regulatory basis, review history, approved language, and channel scope.
Is the regulatory data current? Regulations change. The "healthy" claim definition changed in 2025. Sesame was added to the allergen list in 2023. A compliance tool built on a static regulatory database is outdated by definition. Solutions that pull from current regulatory text — rather than baking rules into code — stay accurate as regulations evolve.
Build Compliance Into the Process, Not Onto the End of It
The brands that avoid recalls and warning letters aren't the ones with the most thorough end-of-process reviews. They're the ones who've built compliance into how every team works — formulators, designers, marketers, regulatory — so violations get caught when they're easy to fix, not after they've shipped.
Truli's AI compliance platform runs label audits, marketing copy scans, and social monitoring against current FDA and FTC regulations — flagging undeclared allergens, unsupported claims, and missing disclosures before they reach shelves or go live online. The Claims Hub gives every team a shared system of record for every claim across every channel. Book a demo to see how Truli fits into your compliance workflow.
