How to research healthcare ads

What Healthcare advertising looks like

Healthcare advertising is two categories wearing one name. Patient acquisition is local, high intent and trust led: clinics, dental, telehealth, behavioural health, elective procedures. Healthcare software is B2B with long cycles and a security-first message aimed at systems, payers and practices. They share almost nothing except the regulator. Decide which one you are researching before you open the library, because the useful competitors are different lists.

The creative in both halves is conservative, and that is a rational response to review. Ads that promise outcomes get rejected or worse, so advertisers lean on credentials, access, cost clarity and education. In healthcare software the equivalent proof is compliance posture and integration with the systems the buyer already runs. When you see a healthcare ad that has been live for a long time, it usually got there by being defensible, not by being clever.

The rules that shape the creative

The constraints here are stricter than most advertisers expect, and they apply to the ad, the targeting and the tracking.

• Personal attributes. Meta prohibits copy that implies you know a viewer's medical condition. 'Struggling with diabetes' is the standard rejection. Write to the condition in the third person, not to the reader in the second.
• Imagery restrictions. Before and after images, idealised body imagery and close-ups of body parts are prohibited for health and weight-related advertising on Meta. This rules out the proof device the category most wants to use.
• HIPAA and tracking. In the United States, a covered entity or business associate handling protected health information faces real limits on pixels, custom audiences and conversion feeds. Your tracking stack, not your creative, is usually where this bites.
• Outcome claims. Claims about treatment results need substantiation, and prescription drug promotion in the United States carries fair balance requirements, meaning risk information alongside benefit.
• Restricted topics. Some health categories require prior written permission or certification before you can advertise at all, and the list varies by country. Seeing a competitor's ad does not mean the format is open to you.

This is a summary of well-established rules, not legal advice. Anything that touches a regulator should go past your own counsel before it goes live.

The angles that keep coming back

What is left after the restrictions is a narrow set of angles, which is why the category looks repetitive.

• Access. Appointment availability, wait times, same-day, evenings and weekends.
• Cost clarity. Price transparency or insurance accepted, aimed at the reason people postpone care.
• Credentials. Board certification, years in practice, hospital affiliation, named clinician on camera.
• Education first. Explaining a condition or a procedure and earning the click, rather than promising a result.
• Compliance posture. In healthcare software, the security and interoperability story doing the work a product demo would do elsewhere.

How to research Healthcare competitor ads

The Meta Ad Library is free, public and needs no login. Half an hour per competitor. In this vertical the landing page is as informative as the ad.

1. Pick the half you are in. Patient acquisition or healthcare software, then build one list. For patient acquisition the useful competitors are practices inside your catchment, not national telehealth brands whose constraints are not yours.
2. Search page names, set the country. Health advertising rules differ by market, so an ad running in one country tells you nothing about what will clear review in another. Set the filter before you read anything.
3. Read what they did not say. Note where a competitor stopped short of a promise. The gap between what a clinic obviously wants to claim and what the ad says is the review boundary, mapped at their expense.
4. Identify the proof device. With outcome claims and before and after images unavailable, every surviving ad substitutes something: a credential, a review count, a named clinician, an accreditation. Log which device each one uses.
5. Open the landing page and the form. Look at what the form asks for. A competitor collecting symptom detail is taking on obligations you may not want. Their funnel is a compliance decision as much as a conversion one.
6. Test inside your own limits. Move one angle across, write the claim from your own substantiation, and settle the tracking question before launch rather than after. One variable at a time against your control.

Keyword search across ad text finds advertisers outside your list. Useful seeds here:

• “same day appointment”
• “accepting new patients”
• “board certified”
• “covered by insurance”
• “talk to a doctor online”
• “HIPAA compliant”

What the ad library will not tell you

No spend, no impressions, no results, no targeting outside the EU. Non-political ads also vanish when the advertiser turns them off, so anything you did not record is gone. In healthcare you also cannot see whether a competitor's ad was reviewed by their own compliance function or simply cleared platform review, which are very different bars.

You can see what a competitor will say in public and how long they have said it. The rest is inference, so let your own creative testing settle it. The full list of blind spots is on the index.

Common mistakes

• Copying a telehealth brand. A direct-to-consumer telehealth advertiser and a covered provider face different privacy constraints. The creative may transfer. The funnel may not.
• Retargeting from a condition page. Building an audience from people who read a symptom page is exactly the pattern the rules exist to prevent.
• Assuming approval transfers. Restricted health categories are permissioned per advertiser and per country. Their approval is not yours.
• Borrowing a claim. An outcome claim in someone else's ad implies a substantiation file you have not seen and probably cannot reproduce.

Doing this without the browser tabs

Healthcare sets change slowly, so the value of automating the scrape is the record rather than the speed. Non-political ads vanish from the library when they stop running, and a stored history is the only way to see what a competitor abandoned.

Muze collects it with four tools: list_competitors, scrape_competitor_ads, which starts a Meta Ad Library scrape, get_scrape_status and get_competitor_ads. Call them from ChatGPT, Claude or any MCP client, over one OAuth connection that also covers Google Ads, Amazon Ads and Shopify.

The point is not API access. It is that the research and the change to the account happen in one conversation. Reading scraped ads is a read call, starting a scrape counts as a write and needs a paid plan, and the free tier is 25 read-only calls a month. Account changes preview first and wait for your confirmation, new campaigns are created paused, and Muze never takes a percentage of ad spend.

Frequently asked questions

How do I find healthcare competitors' ads?

Search the practice or company page name in the free Meta Ad Library with the country filter set, and use the Google Ads Transparency Center for Search and YouTube. For patient acquisition, search inside your catchment rather than national brands.

Can healthcare companies advertise on Facebook and Instagram?

Yes, within policy. Copy cannot imply knowledge of a viewer's medical condition, before and after imagery is prohibited, and some health categories require prior written permission before you can run at all.

Does HIPAA apply to my ads?

It applies to covered entities and business associates handling protected health information, and it constrains tracking and audience building more than creative. If you are unsure whether you are covered, ask counsel before you install a pixel.

Why do healthcare software ads look like B2B software ads?

Because they are. The buyer is a system, payer or practice with a procurement process, so the creative names the manual process, shows the interface and leads with security.

Can I use patient testimonials in ads?

Rules vary by country, state and profession, and some jurisdictions restrict them for regulated practitioners. Where they are allowed, endorsement disclosure and substantiation still apply.

How often should I check competitor ads?

Monthly. Healthcare creative turns over slowly enough that weekly checking finds nothing, and the patterns worth catching are quarterly anyway.

Other verticals

Keep reading: all eight verticals, conversion rate, ad examples, safe zones, ad specs by platform, Meta Ads with Muze, or how the Muze MCP connection works.