October 28, 2026

Schema Markup and Structured Data For LLM Visibility

Written by
Eviee Taylor

TL;DR: Schema markup helps search engines and AI tools understand a page, but it is not a confirmed way to get chosen by them. Google says there is no special schema you need to add to appear in AI Overviews or AI Mode, and none of the guidance we found promises that schema gets a page cited by an AI tool. Microsoft does say schema helps search engines and AI systems understand content. So add accurate markup where it describes a page you already have, such as your business details, article authors, products and reviews, and make sure the page is indexed with its key facts in visible text. Skip FAQ and HowTo markup as an AI tactic.

Schema markup is code that labels what is on a page: your business name, an author, a price, an opening time, etc. Search engines read it, but visitors never see it. “Structured data” is the general term, and schema.org is the shared vocabulary most of it uses.

A lot of advice now says schema is the key to appearing in large language model (LLM) tools such as ChatGPT, Gemini and Copilot, and in Google’s AI Overviews. This guide checks that against what the platforms themselves say, then shows which types are worth your time. If you are new to it, our guide to what schema is in SEO covers the basics.

Does Schema Markup Help LLM Visibility?

Schema markup helps machines understand a page. However, no evidence shows it makes an AI tool choose your page over someone else’s.

Google is the clearest. Its guidance on AI features says there are no additional requirements to appear in AI Overviews or AI Mode, and no special schema.org structured data you need to add. The page has to be indexed and eligible to show in Search with a snippet. Its guide to generative AI search lists “overfocusing on structured data” among the things you can ignore, while saying it is still a good idea to use it because it helps with eligibility for rich results. Google also lists making sure your structured data matches the visible text on the page as one of the SEO fundamentals.

Microsoft is more encouraging. A post on the Microsoft Advertising blog by a Principal Product Manager at Microsoft Bing describes schema as code that helps search engines and AI systems understand your content, and lists it among the ways to structure content for AI search. The same post says there is no secret sauce that guarantees selection in AI answers.

OpenAI’s crawler guidance says OAI-SearchBot is the crawler used to surface websites in ChatGPT search, that sites which opt out of it will not be shown in ChatGPT search answers, and that it recommends allowing it in robots.txt. But it does not mention schema or structured data.

Taken together, we would treat schema as a clarity aid rather than a lever. It removes guesswork about what a page is, who wrote it and what your business is called, and systems that read it may find that useful. But there is no confirmed evidence that adding schema gets you cited more often. For most businesses, we recommend adding it where it accurately describes the page, and putting the rest of your effort into pages that can be crawled and indexed, with content worth citing. Our guide to how crawling and indexing work covers the first part.

Image of ChatGPT on mobile device

Is There Proof That Schema Improves AI Answers?

You may have seen a figure of a 30% improvement. It comes from a test by Aiso, an AI search company. It built two versions of a made-up company’s pages, one with schema and one without, asked ChatGPT questions about each, and scored the answers out of 10 itself. The marked-up version averaged 8.6 against 6.6.

That is a demonstration on one invented site, scored by the people who ran it, not a measured uplift. Aiso’s own write-up calls the result a reported test outcome, not a promised uplift. It shows how markup might change what an AI tool picks up from a page, but it is not a sound basis for expecting 30%, so we would not plan around it.

“I’ve seen almost immediate results from optimising schema on local business websites. One example: an Audiologist nearby noticed that their competitors were getting rating rich results while we weren’t. By adding schema that included aggregateRating, we also started appearing in SERPs with our 5-star rating prominently displayed. For LLMs, I usually advise my clients that schema is a good add-on to help boost our LLM targeting, but it’s not the priority. If you don’t have strong content that answers possible related questions that users might ask their LLM, then schema isn’t going to help.” – Jamie Stowe, Senior SEO Account Manager

Which Schema Types Are Worth Adding?

Start with the schema types Google documents, on the pages you already have. The table below shows what Google says each one does. Whether they also help AI tools beyond that is not documented, apart from Microsoft’s general statement above. Our guide to how you appear in rich results shows what the results look like.

Schema typeWhere it goesWhat Google says it doesWatch out for
OrganizationHome page or about pageHelps Google understand your organisation’s details and tell it apart from other organisations. Can influence the logo shown in results and in knowledge panels.Google says you do not need to include it on every page.
Article, with authorBlog posts and guidesHelps Google understand the page and show better title, image and date information. Google recommends adding the author, with a link to a profile or bio page, plus the published and modified dates.List every author shown on the page. Put only the person’s name in the name field, not their job title.
ProductProduct pagesGives Google product details such as price, availability and review ratings.Price and stock in the markup must match what visitors see on the page.
Review and AggregateRatingProduct pages, or sites that review other businessesCan make a page eligible for review stars in results.A business cannot earn stars by reviewing itself. Google says pages using LocalBusiness or other Organization markup are not eligible, including when the reviews appear through an embedded third-party widget.
LocalBusinessThe page for a real, visitable locationBusiness details shown in Google’s knowledge panel, such as opening hours, directions and actions to book or order.Add it to pages for real locations, not every page. See where LocalBusiness schema belongs.

If you sell products or serve local customers, Google’s generative AI guide names Merchant Center feeds and Google Business Profile as tools that can help products and services be visible in AI responses. Check that they are up to date before you polish your markup.

What Should You Skip?

  • FAQ and HowTo markup as an AI tactic. Google stopped showing FAQ rich results from 7 May 2026 and removed its documentation on 15 June 2026, and neither FAQ nor HowTo is among the 25 features in its current gallery. None of the guidance we found says FAQ or HowTo markup on its own gets a page cited. Our guide on whether FAQs and FAQ schema still matter covers where FAQs still earn their place.
  • Markup that does not match the page. Google’s structured data guidelines say your markup must be a true representation of the page content, and that you should not mark up content visitors cannot see. A breach can lead to a manual action. Google says that means the page loses eligibility for rich results, but that it does not affect how the page ranks.
  • Extra types for the sake of it. Give each page the type that matches its main focus. Add others only for things visitors can see on it, such as a video or a breadcrumb trail.

Top Tip: Before you mark up a detail, find it on the page. If your markup includes a price, a rating, an author or opening hours, a visitor should be able to read the same thing on that page. Go through the markup line by line against the page text. Anything with no match either goes onto the page or comes out of the markup. These mismatches creep in when a price or an opening time changes on the page but not in the markup, and they are exactly what Google’s guidelines warn against.

How Do You Add and Check Schema?

The mechanics are the same as for any structured data, so here is the short version, with longer guides for each step.

  1. Match the type to the page. Use the table above: business details on the home or about page, Article on blog posts, Product on product pages, etc.
  2. Add it as JSON-LD. Google’s guidelines list JSON-LD as the recommended format. Our guide to adding schema to your website covers plugins, Google Tag Manager and manual options.
  3. Test it before and after it goes live. Our guide to testing and monitoring structured data explains which tools to use and what to do with errors.
  4. Watch how Google’s AI features treat the page. Search Console has a Generative AI performance report that shows how people reach your content through those features. Our guide to measuring SEO success in the age of LLMs covers what else to track.

Working with one of our clients’ websites, we identified that there was no product schema included on product pages. Fortunately, due to the construction of the website, we were able to use dynamic schema implemented using Google Tag Manager. By defining variables such as the product name, description, URL, and item price, we then used custom HTML to fire the schema across all product pages dynamically, automatically updating the schema for every relevant product.

Since we implemented the dynamic schema, we have so far seen a noticeable uplift in impressions for the product pages. The schema is working in Google’s Rich Results Test, but we have yet to see it show in Rich Results in search.

Schema and LLM Visibility FAQs

Does ChatGPT use schema markup?

OpenAI’s crawler guidance does not mention schema or structured data, so we cannot say whether ChatGPT reads it. What it does say is that sites which opt out of OAI-SearchBot will not be shown in ChatGPT search answers. Checking that your robots.txt file allows it, and that your key facts are in the page text, is the safer bet.

Is schema markup still worth adding if AI tools do not need it?

Yes, where it describes a page you already have. Google says structured data helps with eligibility for rich results, and Organization and Article markup help it understand the business and the people behind a page. What is not worth doing is spending weeks on extra markup in the hope of AI citations, because nothing we found says it will deliver them.

How Wildcat Handles Schema and AI Visibility

Structured data sits within our technical SEO work. We add structured data for local businesses, products, reviews, recipes and videos, among other types, and it is listed with indexing, crawlability and site speed in the technical SEO support we offer.

For visibility in AI tools, structured data is one of the services in our AI SEO and GEO work, alongside answer engine optimisation, AI Overview optimisation and LLM visibility. We typically begin with a set-up month in which your Account Manager gathers the information needed and runs any relevant audits. Work then runs in monthly sprints. You approve the strategy and any content that needs your sign-off, and you receive a performance report at the start of each month. We also track the traffic you gain from LLMs and how you are showing up in AI features.

If you are not sure which of your pages need markup, or you have markup that is not doing anything, book a free 30-minute consultation with our growth team and tell us what you have in place.

Post by

Eviee Taylor

Will Hitchmough

Founder

Our founder, Will Hitchmough, worked at a number of high profile Sheffield Digital Agencies before founding Wildcat Digital in 2018. He brings an extensive knowledge of all things related to SEO, PPC and Paid Social, as well as an expert knowledge of digital strategy.

Digital Marketing can be a minefield for many businesses, with many agencies ready to take your money without knowing how to deliver results. I founded Wildcat Digital to deliver digital success to businesses with smaller budgets in a transparent way.

Rich Ayre

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Rich joined us in May 2024 to head up our growth team. With years of experience helping other agencies to grow, Rich joins us at an exciting time as Wildcat is working on a five-year plan to become one of the biggest agencies in the UK.

Outside of work, Rich is a father to three children, which keeps him very busy! He’s also recently started running again to keep fit and loves a bit of DIY.

Sarah Tyree

Head of Digital

Sarah joined Wildcat in January 2025, bringing over seven years of SEO expertise to the team. With a background in Fashion Communication and Promotion, she has worked both in-house and at agencies, covering a range of digital marketing specialisms before focusing on SEO.

Passionate about all things search, Sarah thrives on helping brands grow their online presence.

Outside of work, she enjoys walking her dog, running, and shopping for vintage clothing.

 

Amelia Ashman

Office Manager

Amelia joined Wildcat Digital in January 2025, bringing extensive experience in HR, Health & Safety, Facilities Management and IT Support. Previously an Operations Manager at The University of Sheffield, she has a strong background in creating efficient and well-organized work environments.

Specialising in HR, Health & Safety, and Facilities Management, Amelia ensures the Wildcat Digital team has the resources and support needed to thrive. Whether managing office operations, maintaining compliance, or fostering a positive workplace culture, she keeps everything running smoothly.

Outside of work, Amelia loves trying new things, traveling, camping, and walking. She also enjoys socialising and exploring new places with friends and family. Her adventurous spirit and proactive approach make her a valued member of the team.

Siena Russell

Client Partnership Manager

Siena joined us in 2023 with a background in sales and digital marketing. She leads on client relationships across the company, ensuring that our customers are happy throughout their journey with us, from their initial consultation through to onboarding and beyond. 

Outside of work, Siena enjoys travelling and getting stuck into the local culture. She likes to make the most of her experiences and particularly enjoys watching sunrises and sunsets from beautiful locations around the world.

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Paul has a strong background in SEO, having previously founded and ran a successful eCommerce business, as well as running a personal blog that achieves an average of 17K users per month. Paul’s knowledge of SEO is extensive, with a strong emphasis on client handling and technical SEO.

Outside of work, Paul enjoys spending time with his family and staying active with weight lifting and combat sports.

Dariusz Baczyk

Team Lead & Technical SEO Account Manager

With a degree in Computer Science and SEO experience dating back to 2017, Dariusz has a wide range of SEO skills and knowledge. His specialist knowledge of Technical SEO has firmly landed him the title of Wildcat’s Technical Wizard, and he has recently taken on the responsibility of Team Leader for the Panthers Team.

In his spare time, Dariusz loves hiking, experimenting and trying new coffees and loves learning new things. He is currently learning more about CRO and AI and how this could benefit our clients.

Molly Sturgeon

Team Lead & Senior SEO Account Manager

With a background in sales, Molly is a natural Account Manager, brilliantly handling any issues that come her way. Having joined us as a Digital Marketing Executive, and working part-time through her final year of University, Molly is a shining example of how hard work pays off. She is now an SEO Account Manager with a particular interest in Content and Client Management. 

In her spare time, Molly loves to get out in nature, hiking and exploring the Peak District. She also loves cooking and likes to unwind with a bit of yoga.

Libby Oldale

PPC Team Leader

Libby joined Wildcat in 2021 as our first PPC hire. With a degree in Digital Media Production, a Master’s in Digital Media Management and previous experience in Social Media Management, Libby hit the ground running and has since climbed the ranks to Senior PPC Account Manager and has a particular interest in the eCommerce sector.

Outside of work, Libby likes gaming, and cooking and likes to keep active by lifting weights.

Jamie Stowe

Senior SEO Account Manager

With a degree in Film and TV production, and a varied career history, Jamie made the move to marketing with a Masters degree in Digital Media Management. He has since worked in SEO at Agencies across Sheffield, before joining Wildcat and working his way up to SEO Account Manager. Jamie has a particular interest in backlinks and Digital PR and has recently gained a client a valuable backlink from Forbes!

In his spare time, Jamie is an avid foodie and loves trying new restaurants and cuisines. He also loves to travel and spent a year travelling to Australia after university.

Jasmine Savery

SEO Account Manager

Jasmine joined Wildcat in 2022 with a strong background in SEO and Account Management. At the time, she was finishing up a Level 4 Apprenticeship in Digital Marketing from the Chartered Institute of Marketing, and has since worked her way up to SEO Account Manager. Jasmine excels at content writing and promotion, and particularly enjoys finding creative ways to join the dots on multi-channel campaigns.

In her spare time, Jasmine volunteers at a charity, helping combat loneliness & social isolation experienced by older neighbours. Outside of Wildcat, she owns a catering company, Savery Grazing, creating delicious grazing tables & platters for a range of events. She also loves skiing and exploring the Peak District.

Andy Blanchard

SEO Account Manager

Andy joined Wildcat in 2023 after starting his digital marketing career in-house for a local Sheffield company. Since joining, he has developed a strong interest in Technical SEO and has strong skills in Account Management. 

Outside of work, Andy loves music and plays in a couple of bands. He also enjoys rock climbing, cycling, photography and good food.

Tom Brookes

PPC Executive

Before joining Wildcat, Tom worked across different industries, building skills in sales and customer service. He later developed a passion for digital marketing whilst working on personal marketing projects and freelance ventures, and gained numerous certifications in PPC and Social Media. 

Outside of work, Tom enjoys staying active by going to the gym and hiking. He also loves travelling and motorbiking.

Kezia Humphries

SEO Account Manager

Kezia joined us in July 2024 after completing a CIM Certificate in Digital Marketing and gaining experience in Content SEO at another Sheffield agency.

In her spare time, Kezia loves to get outdoors, bouldering, hiking and travelling.

Alex Hickling

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Alex joined Wildcat Digital in December 2024 as a Senior PPC Executive, bringing a strong background in Paid Media, Paid Social, and Programmatic advertising. With a degree in Business & Marketing and Google Ads certifications, she has the expertise to craft high-performing campaigns that drive results.

Before joining Wildcat Digital, Alex worked at two leading agencies in Leeds, honing her skills across various digital advertising platforms. Her analytical mindset and strategic approach help businesses maximize their online presence and advertising budgets.

Outside of work, Alex enjoys spending time with her dog, Lola, and going on walks with her dog walking group. She’s also a keen footballer and loves playing five-a-side whenever she gets the chance. Her enthusiasm and team spirit make him a great addition to the Wildcat Digital team.

Amy Varley

Senior SEO Executive

Amy joined Wildcat in 2024 with a background in journalism, having worked as a News Editor and Editor-in-Chief at The Sheffield Tab. She is naturally interested in Content SEO and research, so will no doubt prove to be a content power-house.

In her spare time, Amy loves watching crime shows, listening to music and hanging out with her dog, Eddie!

Reiss Mason

SEO Senior Account Executive

Reiss joined the Wildcat Digital team in July 2025, with a background in journalism and digital content, Reiss brings both creativity and technical know-how to the team.

After graduating with a Journalism Studies BA from the University of Sheffield, where he also served as Games Editor and Deputy Editor for the student-run newspaper – Reiss jumped straight into the world of climate tech communications.

Outside of work, Reiss loves crochet, swimming, playing guitar, and diving into both video and board games. He’s always up for picking up new skills and trying new things – which makes him a perfect fit for our team!

Lucy Young

Senior SEO Executive

Lucy joined the WildcatDigital Team in August 2025, with solid SEO experience and a creative edge from her work in wedding videography, a combination that brings both strategic insight and storytelling flair to the team.
When she’s not deep in keyword research or editing stunning wedding footage, you’ll probably find Lucy exploring new places on long walks or unwinding with a few books.

Bekky Croson

Office Assistant

Bekky joined the WildcatDigital Team in October 2025, with over a decade of customer-facing experience – including running her own vegan café.

Bekky brings a wealth of energy and expertise to the team. When she’s not keeping things running smoothly in the office, you’ll find her cooking up a storm for friends or playing hockey with the Sheffield Women’s squad.

Bianca Croitoru

PPC Account Manager

Bianca joined the WildcatDigital Team in October 2025, having worked with charities from £100k to £7M, blue-collar lead gen businesses, and clothing e-commerce brands – building multi-channel marketing strategies that flow seamlessly, Bianca will be a real asset to the team.

When she’s away from the office, Bianca loves diving into holistic health experiments… and indulging her inner conspiracy theorist (or truth seeker, depending on who you ask).

Fiorela Imerai

SEO Account Director

Fiorela joined the WildcatDigital Team in October 2025, she joins us with a strong background in SEO and Digital PR, helping UK and global brands grow their online presence and strengthen their reputation.

Outside of work, you’ll usually find her cooking, exploring new places, or “just browsing” flights… that she’ll probably end up booking!

Eviee Taylor

SEO Senior Executive

Eviee joined the WildcatDigital Team in January 2026 and has a background in marketing and SEO for the education and theatre industries, with a keen passion for writing and accessibility.

She is also a keen crafter, theatre-goer and certified cat lady!

Liv Hardwick

Content & Proposal Writer

Liv joined the WildcatDigital Team in June 2025, with a strong background in financial admin and client care, Olivia is taking an exciting step into the creative world – and we’re so glad she’s doing it with us!

She’s currently studying content creation through her apprenticeship with Wildcat, and already bringing fresh energy and creativity to the team.

Outside of work, Olivia runs her own BIAB nail business, loves reformer Pilates, long walks, and is a member of a competitive dance team.

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