AIIndustries · Tobacco & vape
Marketing analytics for tobacco and vape brands
Vape marketing runs with both paid hands tied. Google and Meta will not take the money, so organic search and AI assistant answers carry the demand, and a customer asking ChatGPT which device to buy or which refill fits is getting the pitch an ad would deliver in any other industry. Conventional analytics sees none of it. WISLR measures it from your own traffic and follows it to the pages where money changes hands.
The short version
- Paid channels are closed to this industry. Google and Meta refuse vape and tobacco ads, so the cost-per-click on the category's keywords is zero. Organic search and AI answers carry the demand.
- The AI answer reaches buyers ads cannot. A customer asking which refill fits a device gets a recommendation assembled from crawlable pages. An assistant citing yours is distribution no ad budget in this category could buy.
- WISLR follows the answer to the money. AI referrals are counted first-party and followed to product, wholesale and locator pages, with no tags on the site.
The marketing metrics WISLR reports for restricted brands
AI referrals
Visits arriving from assistant apps like chatgpt.com and perplexity.ai, counted separately from search and direct, per landing page.
Referral revenue pages
AI-referred visits reaching product, cart and checkout pages: revenue attribution for a channel no ad platform will report for you.
Wholesale lead landings
AI-referred arrivals on wholesale, distributor and contact forms, which is lead tracking for the B2B side of the business.
Locator visits
Assistant-referred sessions reaching store-locator and where-to-buy pages, the online-to-retail handoff you currently cannot credit.
Citations
When an AI answer engine quotes or links your compatibility guides, spec sheets and product pages while answering a buyer.
Training crawls
Which bots read your product, refill and compliance pages, and when. Crawling comes before citation, so this is the earliest signal a page will appear in answers.
The AI answer does the work ads do in other industries
The cost-per-click on vape and tobacco keywords is zero because the auction does not exist. Every other industry can buy its way onto a results page; this industry cannot. An assistant citing your compatibility guide or store locator is distribution no budget could have bought, and attribution is how you price what it is worth.
What WISLR measures for vape and tobacco brands
WISLR separates the AI channel into three streams. Training crawls are bots like GPTBot and PerplexityBot reading your product, refill and compliance pages. Citations are AI answer engines linking or quoting your pages in an answer. Referrals are people clicking through from chatgpt.com or perplexity.ai to your site, which is the lead and revenue attribution piece, read first-party at your own edge without tags or third-party scripts.
The questions are specific, and specificity favors you
Nobody asks an assistant to browse. They ask which refill fits a device, what smokeless options exist, how a product compares. Those long, specific questions get answered from crawlable product pages and spec sheets. WISLR shows which of your pages the crawlers read, which ones the answers cite, and which referrals end up at checkout, so you invest in the content doing the revenue work.
Compliance wants to know what the AI says, too
In an age-restricted, health-regulated category, what an AI assistant repeats about your brand matters beyond marketing. AI brand monitoring starts with knowing whether the assistants are reading your pages, your age gates and your ingredient disclosures, or reconstructing you from resellers and forums. Crawl and citation data is the evidence either way.
Common questions
We can't run search or social ads. What is left to measure?
The channel you already depend on: organic and AI. WISLR quantifies the AI side, from the bots reading your pages to the answers citing them to the humans arriving from assistant apps and reaching your order, wholesale and locator pages.
Will AI assistants cite a vape or tobacco site?
Assistants answer product-fit and comparison questions in this category every day, and they cite the crawlable pages that answer them. Citation tracking shows whether the cited page is yours or a reseller's.
Does WISLR require adding scripts to our store?
No. WISLR reads your traffic first-party at the edge through your Cloudflare connection. It adds no tags or pixels, and nothing third-party runs on your site, which also matters in a category where ad-tech vendors routinely refuse the account.
See what the AI channel already does with your site. Start free or see how WISLR measures the AI channel. Curious which bots would be reading your pages? Browse the AI crawler index. Who runs visibility for this site is on record at agency of record.