Generative Engine Optimization Checklist for Practices and Brands

Generative engine optimization, or GEO, is the work of making your pages easy for AI answer engines to find, understand and cite. Those engines include Google AI Overviews and AI Mode, ChatGPT search, Perplexity and Microsoft Copilot. For a clinic, med spa, dental office or small online brand, the goal is practical: when someone asks an assistant about a service or product you offer, your site is one of the sources it uses.

This is the how-to checklist. If you want to measure where you stand first, see our guide on tracking whether AI search mentions your business.

What the GEO research actually found

The term comes from a research paper, "GEO: Generative Engine Optimization," by Pranjal Aggarwal, Vishvak Murahari, Tanmay Rajpurohit, Ashwin Kalyan, Karthik Narasimhan and Ameet Deshpande. It was first posted to arXiv in November 2023 and accepted to KDD 2024.

The authors built a benchmark of queries called GEO-bench and tested nine ways of rewriting web pages. Their main test engine was a simulated one: it pulled the top five Google results and had GPT-3.5 write an answer with citations. They also ran tests on Perplexity. A few findings are useful for site owners:

Adding quotations and statistics helped most, with fluency edits and citing credible sources close behind. The top methods raised a source's visibility in the AI answer by roughly 30 to 40 percent on their main measure.
Keyword stuffing did not help. On their benchmark it performed slightly worse than leaving the page alone, and it also did worse than baseline on Perplexity.
Lower-ranked pages gained the most. For sources that sat fifth in the search results, citing sources raised visibility by about 115 percent, while the top-ranked source lost ground under the same change.
What works varies by topic. Citing sources did best on fact-based and legal or government queries, while adding statistics did best on law, debate and opinion queries.

Treat this as direction, not a guarantee. It was a lab setup using 2023 models, the main metric was how much of the AI answer drew on a source, and today's engines work differently. The broad lesson still holds up: specific, well-supported content gets used more than vague content.

What Google and Microsoft say

The platforms have published their own guidance, and it is worth reading before buying any "AI SEO" package.

Google says AI Overviews and AI Mode run on its core Search ranking and quality systems, and that from its point of view GEO and AEO are still SEO. Its guide lists several things you can ignore for Google Search: llms.txt files, special AI markup, splitting content into small chunks, rewriting for AI phrasing, and chasing inauthentic mentions. It says structured data is not required for its AI features, though it remains worth using for rich results. It also warns that mass-producing pages to target query variations can break its scaled content abuse policy.

Microsoft, writing for Bing and Copilot, puts more weight on format: clear headings, question-and-answer pairs, lists and tables, schema markup, and short answers that still make sense when lifted out of the page. It advises against hiding key details in tabs, accordions, PDFs or images.

These two views fit together better than they seem. Google does not require chunking, but well-organized sections with direct answers don't hurt you in Google and help in Bing.

Content checklist

Answer first. Under each heading, put the direct answer in the first sentence or two, then explain. "Laser hair removal usually takes six to eight sessions spaced several weeks apart" beats three paragraphs of warm-up.
Be specific. Price ranges, session counts, hours, service areas, who performs the treatment and their credentials, ingredients and sourcing. Specifics are what assistants quote. Only publish figures you can stand behind.
Cite credible sources. When a page makes a health or product claim, link to the primary source: an FDA page, a published study, a professional society. This mirrors the "cite sources" method from the research and keeps claims honest.
Use real quotes from real people. A short, attributed line from your medical director or founder adds a quotation an engine can use. Never invent one.
Show first-hand experience. Google's guide favors original analysis and expert perspective over generic summaries. Explain how you actually do things, use your own photos, and share real examples (with the patient's written permission where health details are involved).
One strong page per service or product. Avoid dozens of near-identical pages for every city or query variant.
Write FAQs from real questions. Use the questions your front desk, inbox and site search actually get, and answer them plainly.
Keep facts consistent everywhere. Your site, Google Business Profile, Apple and Bing listings, and directories should agree on name, address, hours, services and prices. Conflicting facts get repeated.
Keep it current. Update pages when prices, providers or offerings change, and show when the page was last reviewed.

Site structure and technical checklist

Let the search crawlers in. Check robots.txt. Googlebot and Bingbot feed Google and Copilot. OpenAI says sites that block OAI-SearchBot will not appear in ChatGPT search answers. Perplexity uses PerplexityBot. Blocking training crawlers such as OpenAI's GPTBot is a separate decision and does not remove you from ChatGPT search.
Check Google's generative AI setting. In 2026 Google added a Search Console control that lets sites opt out of AI Overviews and AI Mode. Google lists being included as a requirement for eligibility, so confirm the setting reflects what you want.
Stay indexable and snippet-eligible. Google says a page has to be indexed and eligible to show with a snippet to appear in its AI features. Watch for stray noindex or nosnippet tags on key pages.
Put key facts in HTML text. Prices, hours, service lists and policies should be real text on the page, not only in images, PDF menus or collapsed tabs.
Use clean structure. One H1 that matches the page title, descriptive H2s and H3s instead of "Learn more," and semantic HTML.
Add structured data that matches the page. LocalBusiness or a more specific type for practices, Product for e-commerce. Google says it is not required for its AI features but still helps with rich results, and Microsoft recommends JSON-LD schema for types such as products, reviews, FAQs and events.
Keep pages fast and mobile-friendly. Google lists page experience among its technical recommendations, and JavaScript-heavy sites need extra care so content renders for crawlers.
Send fresh signals. Keep an XML sitemap with accurate last-modified dates. IndexNow lets you notify Bing and several other engines when a page changes.
Complete your Google Business Profile and product feeds. Google's guide says Business Profiles and Merchant Center feeds help local services and products appear in AI responses.

What to skip

llms.txt files for Google (Google says it does not use them)
Keyword stuffing, which underperformed in the research
Buying mentions or placing fake reviews to seed AI answers
Mass-generated location or variant pages
Tools that promise guaranteed AI placement or claim access to Google's internal data

How to tell if it is working

Make changes a few pages at a time, then watch the data: impressions in the Search Console Generative AI report, citations in Bing Webmaster Tools' AI Performance report, AI referral visits in Google Analytics, and a monthly prompt check. Our AI visibility tracking guide walks through the setup.

Where NutriCove fits

NutriCove builds websites and web apps with clean page structure, page titles, schema markup and fast load times from the start, plus lead capture, CRM and booking wired in. Our multi-page builds include on-page SEO and Google Business Profile setup. If your current site hides key information or is hard for crawlers to read, see how we build websites.

Sources

This article is general information, not legal or medical advice. Talk to a qualified attorney or licensed professional about your situation.