
TL;DR
- Track real BFCM buying prompts. Run discovery, comparison and deal questions repeatedly on ChatGPT and Gemini to see where you appear and where competitors win.
- Check the answer, not just the mention. AI needs the right product, price, offer dates, stock, shipping and returns.
- Publish the full offer as text. Put sale terms on an accessible page and keep your feeds and merchant listings in sync.
- Baseline now, monitor during BFCM. Recheck answers after price or stock changes, and measure AI referrals and sales separately.
When a customer asks ChatGPT or Gemini for the best Black Friday deals in your category, will your brand appear — and will AI get your offer right?
Black Friday and Cyber Monday (BFCM) AI visibility starts with tracking relevant shopping prompts, understanding what AI says about your brand, and publishing accurate product and promotion information. Answer Engine Optimization (AEO) helps make that information accessible and useful when AI generates recommendations.
The opportunity is growing. Adobe reported that AI referral traffic to U.S. retail websites increased 693.4% during the 2025 holiday season, including 670% on Cyber Monday. Those figures measure clicks from AI tools, from a still-modest base — not AI’s share of all shopping.
For brands preparing for BFCM, three priorities matter:
- Track the buying prompts that matter: Find out whether you appear when customers ask for recommendations, comparisons, and deals.
- Check what AI says: A mention has more value when the product, positioning, price, and offer are correct.
- Make your information easy to find: Publish clear product details, promotion terms, availability, shipping, and returns.
Visibly AI helps brands put this into practice through repeated prompt tracking on ChatGPT and Gemini, visibility measurement, product audits, and improvement recommendations.
Track BFCM shopping prompts before the rush
Customers can ask much more specific questions than “best Black Friday deals”:
- “What’s the best carry-on backpack under $150 this Black Friday?”
- “Which skincare gift sets are best for sensitive skin?”
- “Is Brand A’s Cyber Monday bundle better value than Brand B’s?”
- “Which deals include free shipping and holiday returns?”
These questions combine product suitability, budget, and purchase confidence. They also create opportunities to introduce your brand to shoppers who have never searched for it.
Build your prompt list from customer service questions, reviews, site searches, and previous campaigns. Include discovery questions without your brand name, alongside branded comparisons and offer questions.
Run those prompts repeatedly. Answers can vary across platforms, wording, context, and time. Visibly tracks repeated responses so you can identify patterns in where your brand appears and where competitors receive recommendations.
Treat those results as sampled customer experiences, rather than a complete view of shoppers’ private conversations.

An illustrative example with fictional data: track the questions that shape a purchase, from discovery to deal comparison, and see where your brand shows up on each platform.
Check the recommendation, not just the mention
Being included is only part of AI visibility.
A recommendation might quote an outdated price, overlook your bundle’s main benefit, or describe your product as too expensive even after your BFCM discount.
Review whether AI gets these details right:
- The product: Correct model, variant, features, and intended customer.
- The deal: Current price, discount code, eligible items, and expiry.
- The purchase conditions: Stock, shipping charges, delivery information, and returns.
- The reason to choose you: What makes your offer relevant compared with alternatives?
Use the answers to decide what to fix. If AI consistently misses an important feature, check whether your product page explains it clearly. If it cites an outdated offer, investigate the source.
Visibility metrics help you spot the pattern; the answer itself helps you understand the problem.
Give AI clear product and deal information
Effective AEO for BFCM connects what shoppers ask with evidence about your products.
Explain why the product fits
Replace vague descriptions with useful details: dimensions, materials, compatibility, sizing, use cases, and limitations. Answer the questions customers need resolved before buying.
“Perfect for travel” says little. Capacity, weight, laptop fit, and clearly documented dimensions give customers more to compare.
Publish the complete offer
Create an accessible BFCM page and link it to qualifying products and collections. Include:
- Sale price and currency.
- Eligible products and variants.
- Discount code or automatic-discount instructions.
- Start and end dates, with the time zone.
- Bundle contents, exclusions, and minimum spend.
- Shipping and return conditions.
Put essential details in readable text, alongside your promotional visuals. Google recommends making important content available as text and keeping structured data consistent with what visitors see.

An illustrative example with a fictional offer: clear product details and complete promotion terms give AI better information to draw on.
Keep prices and availability synchronized
Your website, product feeds, and merchant listings should describe the same offer.
For merchants using OpenAI product feeds, its product feed specification calls for updates when sales start or end and when stock changes. Google Merchant Center also supports scheduling sale-price periods. Check your integration’s requirements before launch.
Clear information improves the foundation for discovery; inclusion in AI recommendations is never guaranteed.
Make sure AI can access your pages
Check that product, promotion, and policy pages are accessible without login requirements or accidental crawler blocks.
For ChatGPT search, OpenAI uses OAI-SearchBot. According to OpenAI’s crawler documentation, its search-access settings are separate from GPTBot’s training-related controls.
Google says its AI search features require no special AI files or markup. Established SEO practices — accessible pages, useful content, internal links, and accurate information — remain relevant.
Visibly’s audits and recommendations help identify product and content gaps to prioritize.
Prepare now, monitor during BFCM
Before launch: Establish your prompt baseline, improve priority product pages, publish confirmed promotion terms, and validate your feeds.
During BFCM: Review important answers regularly, especially after price or inventory changes. Correct underlying information and recheck, allowing time for updates to appear.
After Cyber Monday: Remove expired offers and compare visibility with identifiable AI referrals, conversions, and revenue. More mentions are useful signals, but sales impact needs separate measurement.
Customers asking AI for BFCM recommendations are actively weighing their options. Give them an accurate, compelling reason to consider yours.
Start tracking your brand’s AI visibility with Visibly AI and discover where you appear, what AI says, and what to improve before the shopping rush.
