Black Friday 2026 in Search and AI Search: What to Do Before November 27
Prepare for Black Friday 2026 with accurate product data, permanent sale pages, and stronger search and AI visibility.
Black Friday falls on November 27 and Cyber Monday on November 30, about six weeks from now. Most teams will spend that time on discounts, ad budgets, and email, while the pages shoppers and AI tools find during research get a quick refresh at best. AI systems and search indexes need time to find and trust a page, so a sale page published the week of Thanksgiving is most likely too late to be part of the answer.
The 2026 season will be bigger, and more of it will start in AI tools
Holiday spending will grow at a steady pace this year, and traffic from AI tools will grow much faster. The brands that show up in AI answers will be the ones whose data and pages were ready before that traffic arrived.
$275.1 billion. Forecast US online holiday sales, November 1 to December 31, up 6.7%. (Adobe, September 2026)
$47.5 billion. Forecast Cyber Week online sales, with Black Friday at $12.9 billion and Cyber Monday at $15.1 billion. (Adobe, September 2026)
+130%. Forecast growth in AI traffic to US retail sites this season, with Thanksgiving up 159% and Black Friday up 95%. (Adobe, September 2026)
$316.1 to $318.9 billion. Forecast holiday ecommerce sales, November through January. (Deloitte, September 2026)
AI traffic grew 693.4% last season, so this is a channel growing fast from a small base. Adobe notes that the number of shoppers using AI tools is still modest. Even so, these are the shoppers who arrive further along in their decision, and this year more of them will build their holiday shortlist inside ChatGPT or Google AI Mode before they visit any store.
This is the first holiday season on GPT-6
ChatGPT is running a new model this season, and it works differently from the one shoppers used last year. That changes what a brand needs to have ready.
GPT-6 launched in October 2026. In Camino5's review of its published search instructions, it checks product data and web pages together, searches again when product results are weak, and leaves Amazon out of its product data. OpenAI has also stepped back from checkout inside the chat. ChatGPT compares products, recommends one, and sends the shopper to your site to buy, so your product page has to close the sale on its own.
Wrong information is the biggest risk this time of year. A sale price, a shipping cutoff, or a return window that changes every November is easy for an AI tool to get wrong. If ChatGPT tells a shopper your sale is 40% off and your page says 25%, the shopper who arrives is not ready to buy. They are frustrated, and an easy sale becomes a hard one. The knowledge graph that AI agents are building will most likely play a small role this season, which makes your own pages and product feed the places where accuracy matters most. We cover the bigger shift in Ecommerce SEO and AI Search in 2026: Where Shoppers Find Products Now.
Shoppers start earlier than the sale
The research phase runs through October and early November, weeks before the discounts start. Pages you want shoppers and AI tools to find during Cyber Week should be live, indexed, and linked from your site by early November.
42% of shoppers planned to begin holiday browsing and buying before November. (National Retail Federation, October 2025)
$95.8 billion. Forecast online spending in October 2026 alone, up 8%. (Adobe, September 2026)
57.4%. Forecast share of online holiday spending on smartphones, up from 56.4%. (Adobe, September 2026)
These numbers describe a shopper who is comparing options well before Black Friday, often on a phone, and often with an AI tool open. A shopper who asks ChatGPT in early November which brand to buy for a gift is building the shortlist that decides where they spend later in the month. If your holiday pages are not live by then, the answer is built without you.
Use one permanent URL for your sale every year
A page that comes back every year keeps the links, reviews, and citations it has earned.
Many brands launch a new Black Friday page each year, often with the year in the URL, and take it down or redirect it in December. Each new page starts from nothing. Links from deal sites, mentions in gift guides, and any references AI systems have picked up point to a page that no longer exists.
A permanent URL, such as /black-friday, works differently. Keep it live year-round. During the sale, it carries the current offers. After the sale, it says the event has ended and explains when the next one is expected and how to get notified. Each year the page keeps the authority it has built and adds to it. The same approach works for gift guides, holiday shipping deadlines, and holiday return policies, all of which shoppers ask AI tools about every year.
How llms.txt fits, and what it will not do
llms.txt is a low-cost way to point AI agents at your permanent holiday pages. It is not a proven way to get cited.
Once an AI system has learned about your brand, it tends to keep describing you that way until something refreshes what it knows. Part of holiday prep is giving AI systems an easy way to find your current, accurate pages. llms.txt is one small tool for that.
llms.txt is a plain text file in Markdown format placed at the root of your site, at yoursite.com/llms.txt. Jeremy Howard of Answer.AI proposed it in September 2024. The format is simple: a heading with your site name, a short summary, and sections of links to the pages you most want an AI system to read, each with a one-line note.
Be clear about what is confirmed. Google's guide to generative AI features in Search, updated in July 2026, states that Google Search does not use llms.txt and that creating one "will neither harm nor help your site's visibility or rankings in Google Search." No major AI answer engine, including OpenAI, Anthropic, and Perplexity, has publicly confirmed that it reads the file. At the same time, Google's Chrome Lighthouse tool now describes llms.txt as an emerging convention for AI agents, and Shopify automatically creates a file for every store at /agents.md and mirrors it at /llms.txt. Even when an AI system reads your pages, that does not guarantee it will cite you. Being read and being recommended are separate steps.
So llms.txt is a small bet. It costs very little, it may help AI agents and tools outside Google Search find the right pages, and it does no harm. Used for holiday promotions, it works best when it points to pages that stay live:
Your permanent sale page, with a note on when the sale usually runs.
Your gift guides, organized by recipient or price range.
Holiday shipping deadlines and return policy, with dates written out in plain text.
Loyalty program and price-match policy, if you have them, because shoppers compare these terms.
Leave out one-time promo codes and pages that will expire, since an AI tool that repeats an expired offer creates a support problem. Update the summary at the start of each season. As a practical rule, keep the file to the 20 to 30 pages you most want an AI system to read. If you are on Shopify, edit the agents.md template, since that is the file Shopify now treats as the main source.
"Pages you want AI tools to find during Cyber Week should be live, indexed, and linked from your site by early November."
The numbers at a glance
2026 holiday outlook
Adobe forecasts $275.1 billion in US online holiday sales. AI-referred traffic is set to more than double again.
The 2026 forecasts build on a 2025 season in which AI-referred traffic to US retail sites grew 693.4%. Deloitte’s higher e-commerce figure covers three months, not two.
| Figure | What it measures | Source | Published |
|---|---|---|---|
| 2026 forecast · holiday sales | |||
| $275.1 billion | US online holiday sales, November 1 to December 31 | Adobe | September 2026 |
| $47.5 billion | Cyber Week online sales, Thanksgiving through Cyber Monday | Adobe | September 2026 |
| $15.1 billion | Cyber Monday online sales | Adobe | September 2026 |
| $12.9 billion | Black Friday online sales | Adobe | September 2026 |
| $95.8 billion | US online spending in October 2026, before the season opens | Adobe | September 2026 |
| 57.4% | Share of online holiday spending on mobile devices | Adobe | September 2026 |
| $316.1–318.9 billion | US holiday e-commerce sales, November 2026 through January 2027 | Deloitte | September 2026 |
| 2026 forecast · AI-referred traffic | |||
| +130% | Growth in AI-referred traffic to US retail sites over the holiday season | Adobe | September 2026 |
| +159% | Growth in AI-referred traffic to US retail sites on Thanksgiving | Adobe | September 2026 |
| 2025 results | |||
| +693.4% | Growth in AI-referred traffic to US retail sites, 2025 holiday season | Adobe | January 2026 |
| $14.6 billion | Global sales by Shopify merchants over BFCM weekend, online and in store, up 27% | Shopify | December 2025 |
| 42% | Shoppers planning to start holiday shopping before November | National Retail Federation | October 2025 |
Forecasts were published in September 2026. Adobe and Deloitte measure different windows and definitions, so their totals are not directly comparable. Shopify’s figure is global and includes in-store sales.
What this means over the next 6 to 18 months
This holiday season is a test run for the next one. GPT-6 is new, OpenAI is still working out how ChatGPT should handle shopping, and the knowledge graph that agents rely on is still being built. By the 2027 season, most of that will most likely be in place, and the brands with a year of accurate pages, reviews, and citations behind them will start ahead.
The brands that build permanent holiday pages this year will enter 2027 with a year of links and references already pointing to them. Brands that start fresh each November will keep competing from zero, and every year the gap between the two will grow.
The status of llms.txt may change. If an AI company confirms it reads the file, brands that already maintain one will be ready. If none does, the cost was an hour of work. Either way, the larger job stays the same: keep your holiday facts accurate everywhere AI tools look.
How to start today
Weeks of October 12 and 19: Audit your product feed and structured data for your top holiday products. Price, availability, and shipping fields need to be accurate before traffic rises.
Week of October 26: Set up permanent URLs for your sale page, gift guides, shipping deadlines, and holiday return policy. Redirect last year's dated pages to them.
Week of November 2: Publish or refresh those pages, link them from your homepage and main navigation, and create or update llms.txt (or agents.md on Shopify) to point to them.
Weeks of November 9 and 16: Ask ChatGPT, Gemini, Google AI Mode, and Perplexity what your brand sells, when your sale runs, what the discount is, and what your return policy is. Fix wrong information at the source page.
Cyber Week: Track AI referral traffic as its own channel, separate from organic search, so you can compare its conversion rate.
December: Keep every holiday page live. Update the sale page to show the event has ended and when the next one is expected, and record what AI tools said about your brand for next year's plan.
A sale lasts a few days, but the pages that support it can earn visibility every year if you keep them in place.
Sources
Adobe, "Adobe: U.S. Holiday Shopping Season to Hit Record $275.1 Billion Online, Rising 6.7% YoY", September 28, 2026.
Adobe, "Adobe: Holiday Shopping Season Drove a Record $257.8 Billion Online with Consumers Embracing Generative AI Tools", January 7, 2026.
Deloitte, holiday retail sales forecast, September 10, 2026.
National Retail Federation, "Consumers to Spend Second-Highest Amount on Record, According to NRF Holiday Survey", October 16, 2025.
Shopify, "Shopify merchants generate record-breaking $14.6 billion in Black Friday Cyber Monday sales", December 2, 2025.
OpenAI, "Powering Product Discovery in ChatGPT", March 24, 2026.
llmstxt.org, "The /llms.txt file", Jeremy Howard, September 3, 2024.
Google Search Central, "Google's Guide to Optimizing for Generative AI Features on Google Search", updated July 10, 2026.
Chrome for Developers, "llms.txt" (Lighthouse), updated May 5, 2026.
Shopify, agents.md Liquid template documentation.
Camino5, internal review of ChatGPT search tool specifications, GPT-5 through GPT-6, 2026.