Reading a label
A picture is a claim nobody has to check
A photograph is a claim that nobody has to substantiate. The rules governing supplement marketing were written for sentences. As the sentences have become more constrained, the persuasion has moved into photographs, roundels and borrowed logos — none of which carries a disclaimer, and all of which can now be generated in seconds. This post is about what that looks like, using the asset pack for the product this site sells.
Where the rules stop
A dietary supplement may make a structure-function claim, must not claim to treat a disease, and must carry a disclaimer alongside any claim it does make. Those rules are written about statements: sentences that assert something, which can be read, parsed and held against evidence.
Almost nothing on a modern product page is a sentence. A page is a photograph of a person, a row of roundels, a set of icons, a logo strip, a star rating and a scattering of numbers. Each of those communicates something specific, none of them is a statement, and the substantiation requirement has nothing to attach to.
This is not a loophole somebody discovered. It is what happens over decades when one channel of persuasion is regulated and the others are not: the persuasion relocates.
The four things a picture can claim
Professional endorsement
A person in a white coat beside a product claims that medical professionals approve of it. Writing “doctors recommend this” would require substantiation. Photographing somebody in a white coat requires a stock licence.
Customer experience
A photograph of an ordinary-looking person holding a bottle claims that ordinary people buy and use it. It implies a testimonial without making one, which means there is no statement to be false.
Institutional association
A logo strip places a product alongside organisations it has no relationship with. “As featured in” is doing an enormous amount of work in three words, and often the featuring was an advertisement.
Verification
A roundel with a shield or a tick in it reads as certification. Many are self-declarations with no issuing body named anywhere on the artwork, and the visual grammar of a seal does the rest.
All four predate generative image tools. What has changed is the cost. A fabricated clinician used to require a model, a photographer and a studio, which is a set of people who might ask what the picture was for. It now requires a sentence of text and about four seconds.
What was in this product's asset pack
This desk received a folder of images with this product, of the kind every affiliate site in this category receives. Alongside the bottle shots and the label photographs, it contained the following.
- An AI-generated photograph of a woman in a white laboratory coat, filed under a personal name.
- An AI-generated photograph of a man in a white coat holding the product.
- Three AI-generated photographs of older men holding the product, in the visual language of customer photography.
- The logo of the National Institute of Mental Health.
- The logo of PubMed.gov.
- A rating of 4.3 out of 5, a count of 1,223 reviews, 9,706 orders, an 89% recommendation figure, and eight named testimonials with ages and cities.
The pack also contained, in its own closing block, the sentence: “Reviews, star scores, and order counts in this pack are layout copy only.” Which is to say the supplier knew, wrote it down, and supplied the numbers anyway.
Why a government logo is the serious one
Of everything in that list, the two federal logos are the items that would do the most damage if published, and they are worth separating from the rest.
The National Institute of Mental Health is a United States government research agency. It does not endorse commercial products, it does not endorse supplements, and it has no relationship with this product or any other. PubMed.gov is an index of published biomedical literature maintained by the National Library of Medicine; it is a search tool, and a search tool cannot endorse anything.
Placed on a product page, those two marks do something quite precise. NIMH imports the authority of federal health research. PubMed imports the impression that the product is supported by published literature — on a formula where, in this case, two of seven ingredients have no monograph at any of the three bodies this desk uses.
A sentence saying “endorsed by the National Institute of Mental Health” would be plainly false and actionable. The logo says it without saying it, and until somebody publishes it, nobody has made a statement at all.
How to spot a generated person
This is getting harder every year and will eventually stop being possible. For now, a few things still hold.
- No name, or a name with nothing behind it. A real clinician has a qualification, an institution and a professional register you can search. A filename is not a credential.
- Studio lighting with no studio. Backgrounds that are plausible in general and specific about nothing — a laboratory with no equipment, an office with no papers.
- Hands, jewellery, lanyards and text. The reliable failure points. Badges and embroidered logos still tend to dissolve into approximations of letters.
- A face that fits the demographic too exactly. Generated people tend to be exactly as old, exactly as friendly and exactly as reassuring as the brief required.
- Reverse image search returns nothing. A real stock photograph appears in a stock library. A generated one appears nowhere until it is published.
The more durable test is not visual at all: is anybody named, and can they be checked? A distributor with a company name, a street address and a telephone number is accountable. A photograph of a person in a white coat is not, whoever took it.
What we did about it
None of those images appears anywhere on this site. There are no clinicians on it, no customers, no logo strip, no star rating and no AggregateRating in the structured data. The complete account is on the about page, item by item, and it is finding 8 on this site’s findings list.
It is worth ending on a distinction the rest of this site tries to maintain. The product and the marketing folder are different objects, made by different people, to different standards. The bottle is unusually well labelled: every active itemised, both extract ratios printed with dry equivalents, a full Other Ingredients line, a revision date, and a distributor with a real address and telephone number on the artwork. Somebody did that carefully.
And somebody else put two fabricated clinicians and two federal logos in a folder. Those are not the same judgement, and it would be unfair to the first to let the second define the product.
But the folder is what a hundred affiliate sites will publish, because it arrived ready to use and nobody checks. That is the reason this post exists.
What an affiliate asset pack contains
For context, since most readers will never see one. A pack of this kind arrives as a folder, usually a few dozen files, and it is designed so that a site can be built from it in an afternoon without anybody reading the label.
- Product photography — single bottle, three-bottle and six-bottle bundles, on transparent backgrounds so they can be dropped onto any design.
- Label photographs — usually one composite image of the whole wrap. This is the only file in the folder that is evidence of anything, and it is the one most often used smallest.
- Seals and badges — GMP, FDA-registered, GMO-free, money-back, made in the USA, payment card rows.
- Lifestyle and marketing panels — benefit tiles, ingredient collages, comparison graphics.
- People — increasingly generated rather than licensed. Clinicians, customers, and in this pack both.
- A text file with the product description, the claims, the ingredient list, contact details, return terms, and a review block.
The text file in this pack is the reason several things on this site could be written at all: it supplied the return window, the returns address, the refund timings and the distributor details. It also supplied an ingredient list naming six of the seven ingredients on the panel, and a review block it labelled as layout copy while filling it in anyway.
Read the panel first, then decide
Sixty capsules, two a day, seven actives itemised and two extract ratios printed — better label work than most of this aisle. What is missing is standardisation, and two of the seven ingredients have no monograph anywhere we looked. The live price and the 60-day return terms are both on the seller’s checkout screen.
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