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Whitespark’s Guide to Unstructured Citations for AI Visibility

by Miriam Ellis
on March 26, 2026
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Want to boost your visibility in both Google’s organic results and the outputs of conversational AI like Google AI Mode and ChatGPT? Developing unstructured citations is one of your very best options. 

What is an unstructured citation? It’s any mention of your local business on any online third-party publication other than a formal local business directory like Google Business Profile or Yelp. 

You can earn unstructured citations from:

  • Hyperlocal and industry blogs
  • Online news sites
  • Local and industry podcasts and video channels
  • Social media mentions
  • Press releases
  • Curated/best-of lists on sites like Yelp
  • And many kinds of websites

While structured citations revolve around getting listed in online local business directories, unstructured citations tend to hinge on your community and industry involvement. This guide will teach you how to earn these valuable and influential mentions to increase your brand’s prominence. We’ve got real-world examples, practical tips, and all the inspiration you need to develop unstructured citations like a pro!

Why unstructured citations are more important than ever

For decades, you could do a branded search in Google and quickly see which unstructured citations were ranking highest for the business. For example, when we look up “The Laurel Cyclery,” one of the top third-party mentions it has received is on an Oakland community news site:

The bicycle shop in question earned this excellent unstructured citation by being featured in this local news story

While this traditional role of unstructured citations continues to be important, they’ve recently become a hot topic because of their ability to influence brand visibility in generative AI results. As you can see from the following screenshot, Google AI Mode “knows” all about this news article:

And so does ChatGPT:

In fact, when we ask ChatGPT where we can get a kid’s bike repaired in Oakland, it’s scraping photos from this same article (along with other unstructured citations the business has earned) to answer our question:

As you can see from Whitespark’s 2026 Local Search Ranking Factors report, local SEO experts consider unstructured citations to be among the top AI visibility factors:

Your takeaway: Whether potential customers are searching for your brand or its goods and services, unstructured citations are now highlighting both positive and negative information about your business across organic results and conversational AI. This is content your company needs in order to be discovered by the public and chosen for transactions. 

Are unstructured citations a local search ranking factor, too?

Yes! Google’s own tips to improve your local rankings break local pack ranking factors down into three groups of signals – relevance, distance, and prominence:

Unstructured citations are a perfect fit for proving to Google that your business is well-known because it’s being mentioned and linked to by multiple relevant websites. Meanwhile, if your unstructured citations contain a wide variety of information about features of your business, this could also help Google bring you up as an appropriate result for different search intents. 

While unstructured citations do not need to contain links in order to influence the public, it’s best to try to earn a link whenever you get mentioned. By doing so, local SEO experts surveyed in Whitespark’s Local Search Ranking Factors report strongly believe that you can influence your Google local pack/Maps rankings. For more on this, read the full report.

Unstructured citations as positive PR

In 2025, SparkToro CEO Rand Fishkin published a must-read article entitled Unpopular Opinion: Public Relations is the Future of Marketing. If the term “PR” makes you think of something old-school and fusty, think again. As Rand explains:, 

  1. While traditional media like TV news may be losing its influence, online media like social media, YouTube, email news, podcasts, and Google Discover shapes public opinion and consumer purchasing behavior.
  1. The visibility algorithms governing platforms like Reddit, Google News, Apple News, and Google Discover are heavily influenced by people creating, submitting, and clicking on PR content. 
  1. And, as we’ve seen, AI tools are heavily dependent on PR-style content like unstructured citations. 

This dynamic not only holds the keys to building a broad digital footprint of positive press for your local brand, but it can also be a vital tool for recovering to some degree from reputation challenges. Even very good local businesses can make mistakes that lead to negative coverage and loss of the public’s good opinion. 

A real-world example of this is captured when we query Google AI Mode about the reputation of a California fast-food chain and vegetarian food manufacturer, Amy’s Kitchen:

Workplace safety allegations, fines, and labor disputes led to a multi-year, headline-making consumer boycott of this brand, which had previously built an excellent reputation on the basis of its emphasis on organic, plant-based cuisine. 

While PR can’t erase past reputational problems, it can certainly seek to balance them with positive information. Bearing in mind that all AI-generated information should be rigorously fact-checked for accuracy, here’s a Google AI Mode summary of positive press this brand has earned via community outreach and involvement:

Consumers evaluating whether or not to patronize this business could definitely turn away if all they see is negative press. But, unstructured citations like this one about the brand benefitting the local community with scholarships can create a more balanced and/or positive opinion, impacting consumer decision-making and purchasing behavior:

Your takeaway: Modern consumers are swayed by multiple sources of online PR. Unstructured citations are one of your most powerful options for developing a broad digital footprint of positive press which can even help balance out negative stories. Actively pursuing a visible reputation for doing good in the local communities you serve is the key to this powerful form of marketing.

A quick mindset check before you begin unstructured citation development

The history of link building has taken the SEO community into some pretty dark alleys over the years, causing Google to respond with manual actions and penalties for practices like link buying, link farming, etc. We raise this issue because the point of linked unstructured citation development is not to rake in a bunch of paid or unpaid mentions wherever you can for the sake of influencing rank. 

Instead, we’d like to offer you an 80/20 mindset to bring to this ongoing work that you should communicate to all relevant stakeholders and team members to avoid wading into murky territory. 

Unstructured citation development is…

  • 80% what’s in it for you – The “you” here is the local community your business serves and the publishers it contains who have the power to mention your brand; unstructured citation development is largely based on benefitting the public.
  • 20% what’s in it for me – The “me” here is the local business you’re marketing that needs to take its talents and philanthropic endeavors and earn a bit of PR in return for them by showing off how you’re benefitting the community; while your brand may still do some anonymous giving and charitable work (and that’s admirable!), you can become a business role model by going public with your local participation and giving, inspiring good feelings in towns and cities. 

For this 80/20 dynamic to be a win-win for everybody…

  • Your team needs to put in the time to ideate what extra benefits you have to offer to your communities, beyond your normal, everyday work. What would help local and industry people, inspire them, be newsworthy?
  • Your team needs to identify local and industry publishers with the power to mention your brand. To avoid those link building dark alleys, candidates should have a clear relationship to your business because they either share your a) locality or b) industry. In other words, your bike shop in Oakland, California probably doesn’t need to earn an unstructured citation from a shoe store in Boise, Idaho. There’s no obvious match here. But, a citation from a shoe store in Oakland could make sense if you cross-partner on a local promotion that pairs the best local bikes with the best local athletic footwear. 

Are there any exceptions to these best practice guidelines? Yes. Sometimes, local businesses make national news or go viral on social media. It certainly won’t hurt your California-based company if you end up being mentioned in the New York Times and it could help you capture extra business from the tourist trade, but this isn’t really the bedrock of unstructured citation development. 

Your takeaway: Unstructured citations rely on a lot of giving and a little “getting” in return, but where you get what you get needs to make practical sense. In short, it needs to make sense for the community and for customers, as well as for your business. You’ll be on safe and smart ground if you adopt this mindset, and now you’re ready to begin this creative and valuable work!

The Ultimate List of Unstructured Citation Development Opportunities

Spark your campaigns with these ideas and real-world examples. You can also download your own copy of this list here:

1. Sponsorships

Sponsoring a local or industry event, sports team, community project, or organization is one of the most straightforward ways to earn an unstructured citation. Candidates who qualify must either have a ready-made “Sponsors” page like this one for the Albuquerque Balloon Fiesta, be willing to build one, or to mention you in some other crawlable/indexable/scrapable area of their online publication. 

To find these opportunities:

  • Search Google for “our sponsors” + your city name or “sponsorships” + your city name
  • Look at local event calendars to find good matches
  • Provided you rigorously fact-check, ask conversational AI to identify local sponsorship opportunities for you
  • Use a tool like ZipSprout’s Local Sponsorship Finder 

2. Donations

Donations can earn your business local news stories and mentions on recipient publications, like this coverage of a real estate firm donating to a Secret Santa program. Any worthy local or industry charity, organization, team, or event is a good candidate if they have the power to cite you, and don’t be shy about feeding your philanthropic news to local reporters. 

To find these opportunities:

  • Search Google and prompt conversational AI (with fact-checking) for causes you care about, such as the environment, food banks, shelters for unhoused neighbors, animal shelters, fitness programs and events, etc.
  • Use a tool like Project World Impact, which lets you enter causes you care about + location to discover nearby non-profit organizations
  • Consult local event calendars to identify happenings to which you could donate money, supplies, food and drink, or employee volunteer hours
  • Contact local Chambers of Commerce or Buy Local organizations to request a list of nearby entities in search of charitable donations

3. Guest appearances

Be the guest of local and industry podcasts, videos, local radio, and blogs like this professional baker appearing on a food history podcast, or contribute expert content to relevant online publications. Qualifying candidates must be willing to cite you in bylines, show notes or articles. 

To find these opportunities:

  • Search YouTube and major podcast hubs like Apple Podcasts for local or industry broadcasters
  • Ask local friends, family, and customers if there are local podcasts, YouTube channels, or hyperlocal blogs they follow
  • Search Google and prompt generative AI for additional opportunities
  • Start a Reddit thread in your community’s subreddit asking the public to recommend local podcasts, video channels, blogs, etc. to you

4. Scholarships

Earn press and unstructured citations by creating a local scholarship, like this beverage company’s endowment for a golf program at a neighboring university. Scholarships for educational institutions can result in nice links from .edu domains and create good news pieces for local reporters, but any kind of scholarship opportunity is worth investigating if the recipient is able to publish online mentions of it. 

To find these opportunities:

  • Contact local or industry educational, business, or community institutions to inquire about their protocols for founding a scholarship
  • Search Google and prompt generative AI to get a sense of scholarships other businesses have created in your community or industry

5. Become a local journalist news source

If the 2024 shutdown of HARO has left you wondering how to connect with local reporters to become a cited source of business news, check out these free alternatives:

Larger local enterprises may want to invest in a paid account with the above platforms, where available. 

Many communities no longer have a traditional local newspaper, but if yours does and you are an expert in your field, it could be well worth your time to investigate whether there is an opportunity for you to become a regular contributing columnist. Your column can build both your personal and brand authority. For example, the CEO of a marketing firm might publish a business column, while the owner of a home goods store might publish a lifestyle column. 

6. Social media

While just 1% of consumers begin their hunt for a local business via social media, many end up there asking for recommendations they feel they can trust. Threads like the above example from Reddit are quite common and frequently receive helpful responses like this one from neighbors:

Here’s proof that Google is scraping these brand mentions and using them to generate AI Mode content:

While positive social media mentions can be valuable structured citations for your business, there’s a caveat: communities like Reddit frequently forbid self-promotion. If you responded to the original thread in this example with a sneaky recommendation of your own company and the community sussed that out, you might get banned and create a lot of bad press for your business instead of positive mentions.

So, while the best way to influence social media citations is to offer such excellent consumer experiences that your patrons voluntarily recommend your brand when the opportunity arises, this doesn’t have to mean your hands are tied when it comes to developing a scrapable, citable presence. A smart approach is to consider whether to host an ask-me-anything (AMA) on a platform like Reddit, as this plumber did:

This particular plumber’s AMA was so successful that they were inundated with thousands of questions and eventually had to stop accepting new comments. To avoid that outcome, local businesses should limit their AMA sessions to a local audience. This will give your brand the chance to help others in the community, showcase your expertise, and publish indexable, scrapable content that can be cited in response to searches and prompts about your business. 

7. Social influencers

The above example is an extreme one in which one of the most influential restaurant review channels on YouTube has teamed up for an episode with a celebrity to eat at his favorite Hawaiian restaurant. It’s social influence that’s raked in more than 5 million views. Kudos to you if you can arrange for this kind of visibility, but for many local businesses, this degree of fame probably isn’t necessary.

@joyce

new dessert shop alert!!!!! 🍩 no lie, i’ve been wanting to try @Knotted for the longest time so i got so excited when i heard it’s finally in the US! the first US location is at the Westfield Century City Mall 🫶 📍Cafe Knotted 10250 Santa Monica Blvd Los Angeles, CA 90067 🚗 Mall parking lot full disclosure, they invited me to try so the food and drinks were compensated but i was not paid to make this video! i genuinely wanted to try it ☺️ let me know if you try it!! #koreandessert #cafeknotted #losangelesdesserts #lafood

♬ original sound – joycechunvlogs

A somewhat toned-down example would be locating nearby or industry influencers like the above TikTok publisher and sending them merchandise or invitations to free services in exchange for being mentioned.

✍️ Note: It is vital that such engagements feature a notice of full disclosure that an incentive has been given for being cited. Undisclosed incentives in social media content may well fall afoul of your nation’s laws. 

If you’d like to pursue the visibility that getting cited by an influencer can bring, search spaces like TikTok, YouTube, and Instagram for publishers who post about your town or industry and who have lots of followers. Word to the wise: be thorough in your research. Your brand probably does not want to associate itself with an influencer who ends up taking problematic stances on controversial topics. Spend time looking at their content to see if it’s a good match for your company’s philosophy before you reach out. 

8. B2B cross-promotion

Think beyond your stand-alone business to see your brand as part of a network of related services, whenever possible. The wedding industry offers a classic example of this dynamic. Customers don’t just need a florist, or wedding clothes, or an event venue, or a church, or a DJ, or a caterer, or a wedding cake baker, or an event planner. They need all of these goods and services for their big day. 

It’s a smart and natural move to team up with non-competitive but related local brands to cross-promote one another’s offerings. You can offer package deals, joint coupons, 2-for-1 offers, referral perks, and other mutually beneficial arrangements. In considering these opportunities in your community, look for business peers who have a well-maintained website and a good social media presence. These relationships can be transformed into very strong unstructured citations when you co-publicize your cross-promotions across all your channels.

9. Hosting and participating

Create good press about your brand by hosting or participating in local or industry events. In the above example, a local gym is hosting an outreach event to build awareness about a particular health condition. Your community may feature ready-made events you can contribute expertise to, or you may have to launch them yourself. 

You can research local and industry event calendars for ideas, but it’s also a great idea to hold an all-hands meeting at which you put out a call for staff to come up with event concepts. A bicycle shop could host a race. A clothing boutique could host a fashion show. A marketing firm could host a conference for its industry. The goal is to surface an idea that creates community/industry excitement and is capable of earning unstructured citations across a variety of publications. 

10. Press releases

Press releases are another area of digital marketing that many might have considered old-fashioned prior to the AI shakeup. Now, with AI scraping publications like PR Newswire, the SEO industry is re-evaluating this form of unstructured citation:

A key benefit of press releases is that you can create them yourself to grow your citation footprint, without having to outreach to reporters, influencers, institutions, or business peers. Popular press release sites include:

  • PR Newswire
  • Business Wire
  • Globe NewsWire
  • PRWeb

Summing Up with 3 Key Tips for Unstructured Citation Success

Unstructured citations offer almost unlimited opportunity for growing your prominence signals in the eyes of Google. This content is indexed in the SERPs, scraped by AI, and encountered by customers along their local search journeys. To maximize success, pay attention to these three final tips.

1. Channel full creativity for this form of marketing

We’ve given you a useful list summarizing strong and proven tactics for unstructured citation development, but don’t be afraid to make your own experiments. Exciting publishers and the public takes creativity. Use your resources to the fullest. Perhaps you’ll host a contest, engage in a successful PR stunt, or identify an important story in your community that no one else is talking about. What works for your brand may be unique. 

2. Schedule periodic unstructured citation audits

You can use a tool like AlertMouse to continuously track new brand mentions, but you should also audit structured citations anytime a core component of your business changes. For example, if you move, change a phone number, email address or hours of operation, undergo a merger or rebrand, or other major business event, it’s time for an audit. If older structured citations reference outdated information, outreach to the publisher to request an update to these details to avoid misleading or confusing the public. 

3. Don’t forget to do your own PR

While unstructured citations largely hinge on getting mentioned by third-parties, be consistent in promoting any good press you earn. Publish it on your website and across your social channels. Repurpose good quotes as Google Posts, video, and image content on your Google Business Profiles. Publicize praise and awards on offline assets as well, like store signage and company vehicles. This is multi-purpose content that can be employed to continuously demonstrate the value of your business and the trust and press it has earned. 

What to read next? Unstructured citation development is just one aspect of a full local search marketing program. Too often, small business websites are overlooked in the digital marketing dynamic. Read: Whitespark’s Guide to the Perfect Small Local Business Website.

Miriam Ellis is a local SEO columnist and consultant. She has been cited as one of the top five most prolific women writers in the SEO industry. Miriam is also an award-winning fine artist and her work can be seen at MiriamEllis.com.

Whitespark provides powerful software and expert services to help businesses and agencies drive more leads through local search.

Founded in 2005 in Edmonton, Alberta, Canada, we initially offered web design and SEO services to local businesses. While we still work closely with many clients locally, we have successfully grown over the past 20 years to support over 100,000 enterprises, agencies, and small businesses globally with our cutting-edge software and services.

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