Not on their own. AI engines retrieve and cite text, and Google’s own guidance tells site owners to keep important content in textual form and use images to support it. A gallery converts the patient who already found you. The captions, the procedure copy, and the consent record around it are what get you found.
This is the piece most aesthetic practices have backwards. The gallery is usually the single largest investment on a plastic surgery website, and it is the part of the site an answer engine is least able to read. Below is what the primary sources actually say, on both the technical side and the compliance side.
Can an AI engine see your before and after gallery?
It sees the page, not the surgery. Google’s guidance on AI features in Search states that to be eligible as a supporting link in AI Overviews or AI Mode, a page must be indexed and eligible to be shown in Google Search with a snippet, and that there are no additional technical requirements. The same page lists the SEO practices that carry over, and two of them bear directly on how a gallery performs: “making sure that important content is available in textual form,” and “supporting your textual content with high-quality images and videos, when applicable.”
Read those two together. Text is the content. Images support it. Google also describes how AI Overviews and AI Mode may use a query fan-out technique, issuing multiple related searches across subtopics and data sources to build a response.
So when a patient asks an engine which surgeon in their city does the best deep plane facelift, the part of your gallery that can enter the answer is the part that has been written down. Google does say it uses computer vision alongside alt text and page content to work out what an image shows. But six hundred photographs of excellent work with no words around them still leave a retrieval system with almost nothing to quote. The practices that win these answers are the ones publishing procedure detail in prose, which is the same argument behind procedure pages for plastic surgeons and behind how AI engines pick which plastic surgeon to recommend.
Why do gallery pages disappear from Google Images?
Usually because of how the gallery is built, not how good the photos are. Google’s image SEO documentation is direct about the failure modes, and aesthetic practice sites hit most of them.
Google does not index CSS images. The documentation says Google finds images in the src attribute of an <img> element, including when it sits inside a <picture> element, and states plainly that Google doesn’t index CSS images. Many gallery sliders and lightbox plugins paint photos as background-image in CSS. Those images are invisible to Google Images no matter how long they have been live, so this is the first thing to check on any gallery that has never ranked.
Alt text is the lever. Google calls alt text the most important attribute for providing image metadata, and says it uses alt text along with computer vision algorithms and the contents of the page to understand the subject matter of the image. It also warns against stuffing the attribute with keywords, which is where most agency-built galleries go wrong in the other direction.
Filenames carry weight, but light weight. The documentation says a filename gives Google “very light clues” about subject matter, and recommends short descriptive names over generic ones. Google’s own example of a bad filename is IMG00023.JPG, which is exactly what a gallery exported straight from the camera ships a few thousand times.
Images the crawler never finds need a sitemap. Google recommends an image sitemap to provide URLs of images it might not otherwise have discovered, and notes image sitemaps may include URLs on other domains, which matters if your gallery is served from a CDN. If a gallery loads its photos through a script, this is often the only way they get discovered.
Context matters. The documentation says Google extracts information about the subject matter of an image from the content of the page, including captions and image titles, and recommends placing images near relevant text on pages relevant to the image subject. A wall of thumbnails with no surrounding copy gives the system nothing to work with.
Supported formats for images referenced in an img src are BMP, GIF, JPEG, PNG, WebP, SVG, and AVIF, and Google recommends the file extension match the file type.
What does HIPAA require before a patient photo goes on your site?
Written authorization. Under 45 CFR 164.508(a)(3), a covered entity must obtain an authorization for any use or disclosure of protected health information for marketing, with narrow exceptions for face-to-face communication and promotional gifts of nominal value. Publishing a patient’s photograph to promote your practice is a marketing use of that patient’s health information. There is no version of this where the consult intake form quietly covers it.
Whether HIPAA reaches you at all turns on whether you are a covered entity, and a cash-only aesthetic practice running no standard electronic transactions may not be one. State medical board rules and ordinary consent law still apply either way, so the practical answer does not change much.
Two details practices tend to miss.
Authorizations can be revoked. 45 CFR 164.508(b)(5) gives the individual the right to revoke an authorization at any time in writing, except to the extent the covered entity has already acted in reliance on it. In practice that means your gallery needs a takedown path and someone who owns it, not just a signed form in a drawer from 2019.
You cannot de-identify your way to a gallery. The safe harbor method at 45 CFR 164.514(b)(2)(i) lists the identifiers that must be removed, and item (Q) is “full face photographic images and any comparable images.” The rule also requires, at (b)(2)(ii), that the covered entity have no actual knowledge the remaining information could be used to identify the person. Cropping at the eyes does not settle the question on its own, because “any comparable images” is doing real work and because a tattoo, a scar, or a small-town geography can put the actual knowledge test back in play. The limited data set route at 164.514(e) also excludes full face photographic images, and 164.514(e)(3)(i) restricts limited data sets to research, public health, or health care operations. Marketing is not on that list. The rule does offer a third route, expert determination at 164.514(b)(1), which requires a qualified person to document that the risk of re-identification is very small. A recognizable before and after photograph will struggle to clear that bar. For a marketing gallery, authorization is the practical door.
Does a “results may vary” disclaimer satisfy the FTC?
The Commission’s own position is that it very likely does not. The FTC’s Endorsement Guides at 16 CFR Part 255 were revised in 2023, and section 255.2 addresses before and after imagery by name, in a worked example about a weight-loss advertiser. The reasoning is about what a pair of photos communicates, so it transfers.
Section 255.2(b) says an endorsement about a central attribute of a product will likely be read as representing that the endorser’s experience is representative of what consumers will generally achieve. If the advertiser cannot substantiate that, the advertisement should clearly and conspicuously disclose the generally expected performance, and must have substantiation for that figure too.
Then 255.2(e)(4)(ii) works through an advertisement that “simply features ‘before’ and ‘after’ pictures” of someone reporting a result. The Guides conclude that the ad is likely to convey the endorser’s experience is representative, and that if consumers cannot generally expect that outcome, the ad would be deceptive.
The disclaimer question is addressed head on in 255.2(e)(2)(i)(A). The Commission tested advertisements carrying clear and prominent disclosures of either “Results not typical” or the stronger “These testimonials are based on the experiences of a few people and you are not likely to have similar results.” Neither disclosure adequately reduced the communication that the depicted experiences were generally representative. The Commission states it believes similar disclaimers are unlikely to be effective. It leaves one opening: an advertiser holding reliable empirical testing that its own advertisement’s net impression is not deceptive avoids the risk of an enforcement action in the first instance.
That should change how the caption bar under your gallery reads. “Results may vary” is not the exact phrase the Commission tested, but it is a near relative of the two that were tested and failed, and the Guides say similar disclaimers are unlikely to work. The Guides are interpretive, not a penalty rule of their own, but they describe how the agency reads these ads. Have a healthcare marketing attorney write your consent and caption language. This post is not legal advice.
What should a before and after page actually contain?
Four things, each of which is read by a different system and governed by a different rule. Most practices build one of the four.
| Element | Who reads it | What governs it | Common failure |
|---|---|---|---|
| The image file | Google Images, page visitors | Google image SEO docs: <img src>, not CSS backgrounds | Gallery plugin paints photos as CSS background-image, so Google never indexes them |
| The alt text and caption | Google, AI retrieval, screen readers | Google uses alt text plus computer vision plus page content to understand the image | Empty alt, or the same stuffed string repeated across 400 photos |
| The surrounding procedure copy | AI Overviews, AI Mode, and any engine retrieving your page | Google: important content must be available in textual form | Thumbnail wall with no prose, so there is nothing to retrieve or cite |
| The authorization and results language | HHS, FTC | 45 CFR 164.508(a)(3); 16 CFR 255.2(b) and (e)(4)(ii) | Intake form treated as marketing consent, plus a “results may vary” line the Commission has already tested |
Build the third column first. The written procedure detail is what an engine can quote, and it is the only one of the four that helps you get found rather than helping you convert someone who is already looking.
Does schema markup on the gallery change anything?
Be careful here, because the claim is oversold across the industry. Google’s AI features documentation says there is no special schema.org structured data you need to add to appear in AI Overviews or AI Mode, and that you do not need to create new machine readable files or markup for those features.
The largest controlled test published so far points the same way. Ahrefs tracked 1,885 pages that added JSON-LD schema between August 2025 and March 2026 against roughly 4,000 matched control pages and found no major uplift in citations on any platform. AI Overview citations on treated pages fell 4.6 percent relative to controls, while AI Mode rose 2.4 percent and ChatGPT rose 2.2 percent. Ahrefs cautions against reading the negative number as evidence that schema hurts, calling the effect small enough that it cannot be pinned on schema. The authors also note every page in the set already had 100 or more AI Overview citations before the change, so the finding is about pages that were already being picked up.
Use schema for what it does. The image attribute in structured data is required for badge and rich result eligibility in Google Images. Google’s own list of SEO fundamentals that stay worthwhile for AI features includes making sure your structured data matches the visible text on the page. And machine-readable practice and physician data is cheap to ship and easy for any system to parse. That is the honest case for it. Treating it as a citation lever is not supported by the data anyone has published.
Frequently asked questions
Can I post before and after photos without showing the patient’s face?
You still need authorization. The safe harbor de-identification list at 45 CFR 164.514(b)(2)(i)(Q) covers full face photographic images “and any comparable images,” and the rule separately requires that you have no actual knowledge the image could identify the person. More to the point, de-identification is not the relevant path: marketing use of protected health information requires an authorization under 45 CFR 164.508(a)(3) regardless.
Do AI engines look at images at all?
Yes, to a point. Google says it uses computer vision algorithms alongside alt text and page content to understand what an image shows. But for AI Overviews and AI Mode, Google’s guidance is that important content should be available in textual form, with images supporting that text. Write the procedure detail out. Do not rely on the photograph to make the argument.
Why is my gallery not showing up in Google Images?
Check whether the photos are in an <img> src attribute. Google’s documentation states it does not index CSS images, and many gallery plugins render photos as CSS backgrounds. After that, check for missing alt text, generic camera filenames, and whether the images appear in an image sitemap.
Is “results may vary” enough of a disclaimer?
The FTC tested closely comparable language. Under 16 CFR 255.2(e)(2)(i)(A), the Commission found that neither “Results not typical” nor a stronger version adequately reduced the impression that the depicted results were generally representative, and it states it believes similar disclaimers are unlikely to be effective. The Guides direct advertisers toward disclosing generally expected results instead, with substantiation for that figure.
Should I take my gallery down?
No. Galleries convert. Patients comparing surgeons want to see work, and a strong gallery closes consultations. The point is that it closes patients who already found you. Pair it with written procedure content, a compliant authorization process, and the review and directory footprint covered in how cosmetic surgeons earn and manage Google reviews and RealSelf for cosmetic surgery.
Write down what the photographs show
The gallery is a conversion asset that most practices have mistaken for an acquisition asset. Google’s own documentation says the important content has to be in text and the images support it, the HIPAA marketing rule says authorization comes before publication, and the FTC Endorsement Guides say the disclaimer under the photos is not doing what practices think it does.
Fix the order. Get the authorization right, put the photos in real <img> tags with honest alt text, and write out the procedure detail the engines can actually quote. Then the gallery gets seen by the patients it was built for.
Sources: 45 CFR 164.508, 45 CFR 164.514, 16 CFR 255.2, Google image SEO best practices, Google AI features and your website, Ahrefs schema and AI citations study.
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