The AI Visibility Clean-Up: How to Straighten Out Pre-AI Citations That are Confusing LLMs
As a real estate agent with a marketing strategy in place, you’re trying everything to get noticed online. You have a great content plan, a well-planned search strategy, and you’re actively working towards building a long-term marketing strategy that gets you in front of the right people at the right time.
But when you prompt an LLM (like ChatGPT or Google Gemini) and type something like “Who’s the top real estate agent in my town?” your brand and your business are nowhere to be found, and you aren’t sure why.
While that can be frustrating, especially if you actually are one of the best, most experienced, consistently top-performing agents in your area, the truth is, if you aren’t actively planning for how you’re being found by LLMs, you probably won’t be (or at least not the way you want to be found).
But the problem might not be your current marketing strategy: it might be your past marketing strategy (or lack of). Specifically, a messy trail of old, conflicting digital footprints left across the Internet over the last decade.
In the past, a broken link or an outdated profile on a forgotten directory didn’t matter much, but today, AI engines don’t just read your website (although they certainly do that). They also scan the entire internet to find out who you are, what you do, how long you’ve been doing it, and even how well you’ve been doing it.
That means that if your past digital footprint is full of old, incorrect data, you’re confusing the LLMs.
That’s where an AI visibility clean-up comes in.
An AI visibility clean-up is where you audit your branding, your business, your website, and your marketing, and push it consistently to the wider web so that AIs and LLMs represent you in a consistent way and position you the way you want them to based on your business goals.
★ Want to learn more about building AI visibility? Have a look at these posts:
- Why You Can’t Build an AI Visibility Strategy Without a Website
- Creating an AI Visibility Strategy for Your Real Estate Brand
- Building a Real Estate Online Presence Strategy to Get Found in LLMs (like ChatGPT)
- How to Build an Online Review Strategy that AI Search Can’t Ignore
- How Unlinked Brand Mentions Help Your AI Visibility Strategy
Traditional search engines rank pages based on keywords, code markup, and backlink authority, but LLMs like ChatGPT, Perplexity, and Google Gemini work differently. They look for consensus by crawling hundreds of sources across the web to build a profile of your brand, trying to figure out if you’re a trustworthy local expert.
This is where your pre-AI digital footprint can cause confusion and issues. For example, think about your career path over the last five to ten years:
- Did you switch real estate brokerages?
- Did you change your primary business phone number or email address?
- Is your name listed differently across platforms (like Bob Smith, Robert Smith, or Bob Smith Real Estate Group)?
When an LLM searches for your brand to answer someone’s question, it looks at all of this conflicting data. If one place says you’re part of one brokerage, while your current website says you’re part of another brokerage, the AI faces a data conflict.
Most importantly, AI models (try to) prioritize accuracy. That means when they find conflicting data about your location, name, or services, they might start to lose confidence in the profile they’ve built on you, so instead of risking a wrong answer, the AI might simply skip your business and recommend a competitor whose digital footprint is clean and consistent.
Starting an AI Visibility Clean-Up
Step 1: Establish Who You Are
Before you can fix any past mistakes causing AI citation problems, you need a single, well-built, well-defined source that clearly defines who you are, what you do, who you do it for, and how long you’ve been doing it: and that’s your personal website.
Why? Because your personal website is the only place online where you have complete control over how you, your brand, and your business is represented; and it’s also the primary place that LLMs source the information about you and your brand. In fact, you can’t build an effective AI visibility strategy, or a reliable footprint for AI search engines, without a personal website.
So before you audit any other online sources, you should make sure your personal website clearly outlines all of the core details about you and your business, like:
- Your Exact, Consistent Brand Name: You should pick one, single naming convention, and stick with it everywhere your brand and business is mentioned.
- Your NAP: You should make sure your name, address, and phone number are the same across your website.
- Your Niche, Location, and Audience: You should clearly outline where you work, what you do, and who you do it for.
★ Want to learn more about building your brand in search? Have a look at these posts:
- Why You Should Have a Digital Public Relations Strategy for Your Real Estate Business
- How, and Why, to Prove Your Experience to AI, LLMs, and Search Engines
- Building a Balanced Search Strategy for Success in AEO and SEO
Step 2: Audit How You Appear in Search
Once your personal website is up to date, the next step is to look into how you, your brand, and your business appear in search to ensure any old, out-of-date information is deleted or updated. To do that, start by performing a few Google searches like this:
- “Your Name” + “Real Estate”
- “Your Name” + “Old Brokerage Name”
- “Your Name” + “Old Phone Number or Past City”
- “Your Brand Name” + “Reviews”
And while you should look at the first few results, don’t stop there. You should click through to page 2, 3, 4, etc, to make sure you catch any inconsistencies or old, incorrect information. That could be information about you on your previous brokerage website, an old phone number on an old directory website, even an old blog post with incorrect CTA information.
From there, you should update any information you can to make sure it’s up-to-date with everything you’ve updated on your website so you can create a consistent strategy around how your business is represented online.
Audit, Clean-Up, Repeat
An AI visibility clean up isn’t something you do just once; it’s an ongoing part of a strong, well-established digital strategy. As the way people search continues to change, maintaining clean and consistent information across the web ensures your business remains discoverable, found, and cited in the exact way you want it to be.
When you eliminate conflicting information and present a clear, unified online presence, you make it easier for AI engines to understand all of the important aspects of your business, including your location, your expertise, and your brand authority, so people can find you and your business in AI results whether they’re looking for you directly or indirectly.
Want to integrate AI into your long-term marketing strategy? Download our Artificial Intelligence in Marketing Planning Guide for Real Estate Agents. It has key insights into how you can plan for using AI in your marketing strategy to better set you and your business up for long-term digital success.
