Wine content marketing: What should wineries publish now that AI answers the question?

I get asked about AI search for wine almost every day. My answer usually surprises people: good SEO is, for the most part, good AEO. The rules for being found haven’t been discarded, but what has changed is how much a click is worth, who gets quoted when AI answers the question, and how much weight your own channels now have to carry.

To keep this practical, picture a small Pinot Noir producer in the Russian River Valley with a tasting room, a club and a blog that nobody has touched since harvest. Somewhere, a couple planning a weekend in Sonoma is asking their phone where to taste Pinot. What gets that winery into the answer, and what happens after?

TL;DR: Wine content marketing is everything a winery publishes to be found, trusted and bought from: its wine pages, club and tasting room pages, emails, social posts and videos. In 2026 it comes down to three jobs: get mentioned in the places AI reads, publish clear first-hand answers to the questions your customers ask, and put more effort into the channels you own, email above all.

What is wine content marketing in 2026?

It used to mean a blog. A post a month, a harvest update, a recipe at Thanksgiving, and the hope that Google would send someone. Now it means something closer to customer service in public: the answers on your wine pages, the tasting room page that tells people whether they can bring the dog, the email that arrives after a visit, the 40-second video of your winemaker explaining why one block picks later than the other.

What changed is where people meet those answers. More and more of them never reach your site, because an AI tool reads your pages, and everyone else’s, and answers for you.

Is anyone still clicking through from search?

Fewer people. Pew Research tracked the browsing of 900 US adults during March 2025. “Users who encountered an AI summary clicked on a traditional search result link in 8% of all visits.” Without a summary, they clicked “nearly twice as often (15% of visits)” (Pew Research Center, 2025).

Being named in the answer changes that. Seer Interactive’s data across 53 brands found: “Being cited in the AIO delivers +120% more organic clicks per impression versus when you are not cited” (Seer Interactive, 2026). Seer is careful to say it “cannot claim causation,” but on the same results page, being the source the answer quotes beats ranking underneath it.

Are wine drinkers really asking AI what to buy?

In a January 2026 Wine Opinions survey of 1,351 US wine drinkers: “A quarter of respondents said they have used an artificial intelligence tool to recommend wines that they subsequently purchased.” Among 21 to 39-year-olds, 52% had used AI for wine recommendations, against 21% of 40 to 59-year-olds and 7% of those 60 and over (The Drinks Business, 2026).

Millennials are now the largest group of US wine drinkers, at 31%, ahead of Baby Boomers at 26% (Wine Market Council, 2025). So if you’re trying to reach wine drinkers under 40, AI is already one of the places the decision gets made.

Is AEO different from SEO?

Mostly, no. Google’s own guidance is plain: “There are no additional requirements to appear in AI Overviews or AI Mode, nor other special optimizations necessary.” And: “The best practices for SEO remain relevant for AI features in Google Search (such as AI Overviews and AI Mode)” (Google Search Central). Anyone selling you AEO as a separate magic trick is selling you SEO with a new label.

We saw it for ourselves. When we rebuilt Wine Cellar Door, the winery visitation directory we own, and improved its schema (the structured data that tells search engines what each page is about), we saw a boost in AEO within 3 days of publishing. Nothing about that work was special to AI. It was SEO, done properly.

Where AI answers do shift the weight is towards other people’s websites. An academic preprint on AI search engines found “a systematic and overwhelming bias towards Earned media (third-party, authoritative sources) over Brand-owned and Social content,” and flagged an “inherent ‘big brand bias’” that smaller players have to overcome (Chen et al., 2025). Across 75,000 brands, Ahrefs found brand mentions around the web correlated with AI Overview visibility at 0.664, against 0.218 for backlinks (Ahrefs, 2025).

For our Russian River Valley winery, that means the answer to “where should we taste Pinot this weekend?” is built mostly from pages it doesn’t own: a regional wine guide, a travel feature, a Reddit thread, a YouTube visit, a directory listing, the reviews. Its own site still has to be there, clear and accurate, because it’s the one source about the winery that the winery controls. But the mentions elsewhere are what the research ties most closely to turning up in the answer, and the big brands already have plenty. (Nobody said this part was fair.)

What should a winery publish on its own site now?

Stanley 1913, the drinkware brand, is adapting its marketing for AI search, and the changes are practical: “clearer links between product features and customer benefits, adding product-level FAQs and care instructions, usage guides around the kinds of questions people actually ask AI engines — on gifting, hydration, fitness, travel, hosting, lifestyle.” Its chief brand officer, Kate Ridley, said, “We weren’t necessarily writing copy that was really detailing the use, the occasion and why it was a great gift option. Now we recognize that’s actually really important for LLMs” (Digiday, 2026). If a company that sells tumblers has to explain the occasion, a winery certainly does.

The places we put answers first are the four pages that do the selling: each wine’s own page, the shop page that lists them, the club page and the tasting room page. For our winery, the questions might include:

• Tasting room page: Do we need to book, and how long does a tasting take? Can we bring the dog, or the kids?
• Wine pages: What’s the difference between your two single-vineyard Pinots? Which one works with Thanksgiving dinner?
• Shop page: Which wines are ready to drink now, and which should I hold?
• Club page: Can I choose my wines, or skip a shipment? Do you ship to my state?

Write each answer the way the person pouring would say it, on the page where the question comes up. Liz Reid, Google’s head of Search, says people are “increasingly seeking out and clicking on sites with forums, videos, podcasts, and posts where they can hear authentic voices and first-hand perspectives” (Google, 2025). Your winemaker explaining why the cooler site picks later is exactly that, and nobody else can write it.

Keep it current, but don’t churn it. Ahrefs found the average age of the pages ChatGPT, Perplexity, Copilot and Gemini cite is 2.9 years. As Ahrefs puts it: “Low-quality, irrelevant content that’s updated every day will not have a magic positive effect” (Ahrefs, 2025). One good page that’s right beats a weekly post that says nothing.

Why does email matter more when search sends less?

The RealReal’s Substack “has generated over $334,000 in sales,” and its chief creative officer, Kristen Naiman, said, “It wasn’t meant to drive sales, but it is driving sales.” M.M.LaFleur’s newsletter, The M Dash, has “over 81,000 subscribers,” with open rates “sitting right at 50%,” according to Maria Costa, its director of brand and integrated marketing (Modern Retail, 2026).

Neither is a wine brand. What they share is a list of people who asked to hear from them, with no AI summary sitting between the brand and the reader. For our Russian River Valley winery, the list is the couple who tasted on Saturday, everyone who has ordered online, and the club members who haven’t opened an email since spring. If search is going to send fewer people to your site, make sure the ones who do come leave you a way to reach them, and then send them something worth opening. (This is the part of content marketing wineries do hire us for: winery email marketing.)

Where do your staff fit in?

Ulta Beauty’s CMO, Kelly Mahoney, describes the company’s associates as “already trusted creators, experts and storytellers whose authentic content and personal connections resonate deeply with beauty lovers” (Modern Retail, 2026). Brands are also paying outside creators for that kind of voice: IAB projects US creator ad spend at “$37 billion in 2025 — a 26% increase year-over-year” (IAB, 2025).

A winery already has the people Ulta is paying attention to. At our Russian River Valley winery, the person who pours on Saturdays knows which question every third visitor asks. The vineyard manager knows why the block by the creek ripens last. A 40-second video of either, answering one real question, is first-hand content that only your winery can make, and it belongs on the page where that question lives as well as on Instagram.

How do you know if it’s working?

Start by asking. Once a month, put your customers’ questions to ChatGPT, Google and Perplexity, the way a visitor would (“where should we taste Pinot in the Russian River Valley?”, “what’s a good Pinot for Thanksgiving under $60?”), and write down whether your winery comes up, and what the answer says about you. If the facts are wrong, the fix is usually on your own pages.

Then watch the numbers you already have:

• Search Console: which questions your wine, club and tasting room pages are showing up for, and whether that list is growing.
• Your analytics: visits referred by AI tools, and whether those visitors book or buy.
• Your email list: how many sign-ups come from the tasting room and from orders each month.
• Bookings and club sign-ups: from the pages you’ve rewritten, before and after.

Our clients get access to our own AI search results data, which takes the guesswork out of the first step. It’s part of our marketing work, or you can tell us what you’re stuck on.

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