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For ecommerce brands that want to be first on a billion-dollar ad market

ChatGPT just opened its ad platform Launch your first campaign in 48 hours and be one of the first in your market

AI advertising is the future, and right now you can be one of the first advertisers there. Launch your first ecommerce campaign in 48 hours with the proven Hint Stacking Engine® and get the cheapest results in the market.

30-day money-back guarantee. Instant access, one-time payment, no subscription.

Daniel Reyes Sep '26 • Win

$9.4k from ChatGPT Ads in the first 21 days

Small skincare brand, about $40k a month, and Meta has been eating us alive since spring. Had my first campaign live before lunch the next day. $9,412 in sales from $1,860 in ad spend over the first 21 days. CPC came in around $2.80, which I haven't seen on Meta since 2023.

Priya Natarajan Aug '26 • Win

First 40 orders from a channel I didn't believe in

We sell ayurvedic supplements, mostly to the US. I took the five questions our support inbox gets every day and turned them into hints. Two weeks in: 41 orders, $2,340 in revenue, $610 spent. The AOV is 30% higher than our Meta orders.

Marcus Whitfield Sep '26 • Win

$31k in 30 days on a channel with zero competitors

Outdoor gear brand doing about $180k a month. I thought $27 meant it would be fluff. It's not. August 4 to September 3: $31,180 in tracked sales on $4,920 spend. CPC averaged $3.40. Our Meta CPC is now above $2 and converts at a third of the rate.

Sofia Lindqvist Aug '26 • Win

Live in one afternoon, first sale the same night

Handmade ceramic mugs on Shopify, one person business. I had the video on one screen and ads.openai.com on the other and just copied every click. Went live at 4pm. First order came in at 11:40pm the same night. Ten days later I'm at 27 orders on $250 spent.

James Okafor Sep '26 • Win

Cut our CPA in half by moving 20% of budget to ChatGPT

Men's grooming brand, UK, around £90k a month. Shifted 20% of our Meta budget across, nothing else changed. After four weeks: £19.60 CPA on ChatGPT vs £43 on Meta for the same SKUs. Conversion rate went from 1.1% to 2.9% once we built hints around the question instead of the product.

Hannah Brooks Aug '26 • Win

$4,100 in sales from $25 a day, no agency, no designer

Pet supplements, Canada, tiny brand. Took the exact same $25 a day to ChatGPT Ads. Took me about 90 minutes including watching the video. Month one: $4,108 in sales from $775 spend. Same budget that was getting me $1,200 on Meta.

Ryan Castellano Sep '26 • Win

Went from skeptic to 3.9x ROAS in 18 days

Full transparency, I bought this to prove it wouldn't work. Coffee subscription brand, nine years in ecom. We launched with 14 hints across the three layers and $40 a day. By day 18: $5,620 in first orders on $1,440 spend, 3.9x ROAS and that's before subscription LTV.

Aisha Rahman Aug '26 • Win

Our best week ever, and it wasn't from Meta

Modest jewelry brand, Australia. Set up the campaign the next morning during my daughter's swim lesson. Week three we did $11,300, our best week since we launched in 2021. About $6,800 of it came from ChatGPT Ads on $1,100 spend.

Tom Eriksen Sep '26 • Win

$18k in 30 days, and 40% lower CPC than Google Shopping

Home fitness equipment, US and Canada, roughly $220k a month. Google Shopping CPC hit $4.90 in July. First 30 days: $18,240 in sales, $3,150 spend, average CPC $2.95. That's 40% cheaper than Google Shopping for the same products, with a similar conversion rate.

Lena Fischer Sep '26 • Win

First profitable channel outside Meta in three years

Baby products, US, about $60k a month. Every non-Meta channel we've tried since 2023 has lost money. After 25 days: $7,860 in sales on $2,080 spend, first profitable channel outside Meta since 2023. Adding budget every week.

4to7%click-through on product ads inside ChatGPTCriteo, 2026 beta
~2,000brands advertising in ChatGPT todayCriteo, mid-2026
$3to$5cost per click for ecommerce, right nowOpenAI documentation
800Mweekly users asking ChatGPT what to buyOpenAI

Too good to be true?

I thought so too. So before you read another line, here is the one number that matters.

In OpenAI's ads beta, product cards pulled between 4 and 7 percent click-through. Not on a hand-picked winner. Across roughly 3,850 placements measured by Criteo, OpenAI's first ad-tech partner.

Google Search, the most competitive auction on the planet, averages 6.4 percent. It took twenty years and every agency in the world fighting over the same keywords to get there.

ChatGPT's auction has been open to the public for four months.

That gap does not stay open. It never does. It closed on Facebook in 2014, on Instagram in 2017, on TikTok in 2022. Each time, the brands that were in during the first year bought customers for a fraction of what everyone else paid later.

You are reading this during the first year.

The problem is not your product. It is the room you are selling in.

If you run a store, you already know the feeling. You raise the Meta budget by 30 percent and the cost per purchase climbs with it. You add a creative, it works for nine days, then the auction eats it. You try Google Shopping and discover that every competitor with a bigger margin is already there, outbidding you on your own product name.

Nothing is broken. You are simply fighting for attention in the two most crowded rooms on the internet, against people who have been in those rooms for a decade.

Meanwhile, roughly 800 million people a week ask ChatGPT what to buy. "Best running shoes for flat feet." "Gift for a dad who fishes." "Which air purifier for a 400 square foot apartment." Real purchase intent, typed out in full sentences, and until May of this year there was no way to put a product in front of it.

Now there is. And almost nobody is using it, because almost nobody knows how the targeting works.

Why do you actually want a new channel?

Not for the channel. You want to stop being a hostage. Hostage to one auction, one algorithm update, one account review that can switch your revenue off on a Tuesday. A second channel where you are early is not a growth hack. It is the difference between running your business and Meta running it for you.

Why "just try it" fails, and what the Hint Stacking Engine® does instead

ChatGPT Ads has no keywords. No interests. No lookalikes. No demographics. The only targeting lever you get, beyond geography, is a text box at the ad group level called context hints. You describe the conversations where your product belongs, and the system decides when your card shows up.

Most people write one sentence in that box, spend $300, see nothing and conclude "ChatGPT ads don't work". They never find out that the way you fill that box decides whether you pay $3 a click or $9, and whether you get shown at all.

The Hint Stacking Engine® is the method I built for that box. Three layers, stacked in a fixed order:

  1. 1. Purchase phrases

    Short buying-intent fragments the way a shopper types them, not the way a marketer writes them. In published tests, keyword-style hints beat conversational descriptions on both delivery and cost per click.

    Ad groupContext hints
    Describe conversations where your ad is relevant
    running shoes for flat feetbest trail runners under $150cushioned shoes for wide feetbuy stability running shoes
  2. 2. Question forms

    The exact questions ChatGPT gets asked right before a purchase in your category. This is where product cards get their 4 to 7 percent.

    Ad groupContext hints
    Layer 2 stacked under layer 1
    which running shoes are best for flat feet?do I need stability shoes if I overpronate?how often should I replace running shoes?
  3. 3. Objection hints

    The "is X worth it", "X vs Y", "does X work for" conversations. Cheapest impressions in the system, because nobody stacks them.

    Ad groupContext hints
    Layer 3, the traffic nobody bids on
    are stability shoes worth itBrooks vs ASICS for flat feetdo arch support insoles actually work
    Bid$3.40 CPCObjectiveClicksBudget$25 / day

One stack per product category, one ad group per stack, product feed as the creative, and a bid rule that keeps you above the delivery floor without overpaying. That is the whole engine. It takes 60 minutes the first time and 15 minutes every time after.

Is this for you?

Yes, if you

  • Run an ecommerce store and ship to the US, UK, CA, AU, NZ, JP, KR, MX or BR
  • Already pay for Meta or Google ads and cost per purchase keeps climbing
  • Have a product feed (Shopify, Woo, BigCommerce) or can export one today
  • Can spare $25 a day for a 30-day test
  • Would rather be early than polished

No, if you

  • Sell health, finance, dating or politics (restricted on the platform)
  • Have no feed and no plan to build one
  • Need a guaranteed ROAS before you test anything. Nobody has that number yet. That is why the clicks are cheap.

The Hint Stacking Engine®, recorded in one take on a real store

No slides. No theory module. I sit down with a store, open a blank ads.openai.com account and go from zero to a live campaign while you watch. Every chapter is time-stamped so you can pause, copy, and continue.

Chapter01

The account, done right the first time

The setup screens OpenAI does not explain.

  • The one field on the business verification form that gets accounts stuck in review for days (and the two-minute fix)
  • Why you should never let an agency open the account for you, in OpenAI's own words
  • Where the OpenAI pixel goes on Shopify and Woo so purchase revenue actually reports
Chapter02

The feed that gets shown

Product feed ads are the strongest format on the platform. They are also the clunkiest to submit.

  • The 6 catalog attributes that decide whether your card shows a price and a star rating or a blank box
  • The "one category" rule: why launching your whole catalog on day one is the fastest way to waste $300
  • The review-volume trick for picking which products go first
Chapter03

Building the stack

The heart of the engine. Watch me write all three layers for a real category, then reuse the pattern for yours.

  • The exact format of a purchase-phrase hint (it is shorter than you think)
  • How to harvest the question layer from ChatGPT itself in 10 minutes, for free
  • The objection layer nobody bids on, and why it is the cheapest traffic in the system
  • The stacking order, and what happens to CPC when you get it backwards
Chapter04

Bids, budget and the switch

Where most first campaigns die quietly.

  • The delivery floor: the bid under which your ad simply never shows, no matter how good the hint
  • Clicks vs Reach vs Conversions objective: which one to pick with zero data, and when to change it
  • The $25 a day allocation across one campaign, one ad group, one stack
Chapter05

Reading a platform that shows you nothing

You will not see which conversations triggered your ad. Here is how to optimise anyway.

  • The three metrics that matter in week one, and the two that will mislead you
  • The UTM setup that makes GA4 tell you what OpenAI will not
  • The 20/3 scaling rule from my Meta accounts, translated to ChatGPT's auction

Three things you would otherwise have to build yourself

The Hint Stack Swipe File mockup
Bonus 1

The Hint Stack Swipe File

Fifty ready-to-paste context hints across ten ecommerce categories: apparel, supplements-adjacent wellness products that are allowed, home, pets, beauty, outdoor, kitchen, baby, hobby and gifts. Each one written in all three layers. Swap the product name, paste, done.

Value: $97. Included.
The Feed Fix Checklist mockup
Bonus 2

The Feed Fix Checklist

Twelve checks to run on your product feed before you submit it, in the order the platform rejects them. Fixes the "blank card" problem before it costs you a week.

Value: $47. Included.
The Q4 Bid Rule Card mockup
Bonus 3

The Q4 Bid Rule Card

One page. What to bid in September, what to do when CPMs start climbing in October, and when to stop and hold. Built from the public benchmarks and the 20/3 rule I use on Meta accounts spending $2,000 a day.

Value: $27. Included.

Who is talking to you

Alexander Wozniak, with a six month ecommerce dashboard: revenue zł788,312, profit zł488,056, 1,315 sales

My name is Alexander Wozniak. I build and scale paid acquisition for ecommerce brands and online experts. I am not a ChatGPT guru. Until May there was no such thing. I am a media buyer who has spent the last ten years inside Meta and Google auctions, scaling accounts past $2,000 a day, and who has watched every "new channel" go from cheap to expensive on the same predictable curve.

ChatGPT Ads is a billion-dollar industry from day one. OpenAI is targeting $2.5 billion in ad revenue this year, and the brands that learn the auction now will be the ones still paying cheap clicks when everyone else arrives.

When OpenAI opened self-serve ads, I did what I always do with a new auction: opened an account, put real money in, and worked out where the lever was. The lever is the hint box. The Hint Stacking Engine® is what I found works in it. I am selling it for the price of a lunch because I want the people who buy it to be the ones who are actually in the auction in Q4, sending me screenshots.

Named guarantee

The First Campaign Guarantee

Take the full 30 days. Follow the walkthrough, build your stack, switch the campaign on. If at any point you decide it is not for you, or you simply could not get a campaign live, send one email and I refund the whole $17.

  • No form
  • No call
  • No questions
  • You keep the swipe file

You decide whether it was worth it. Not me.

What waiting costs

Roughly 500 new advertisers enter the ChatGPT auction every month right now. OpenAI has said out loud that it wants $2.5 billion from that auction this year, and Q4 is where ad budgets go to die. The CPMs that clear at $25 in September will not clear at $25 in November. They never have, on any platform, in any year.

You can learn this channel now for $17 and thirty minutes a week, while the clicks are cheap and the competition is thin. Or you can learn it in February, from an agency deck, at whatever the auction costs by then.

Hint Stacking Engine®

Everything, one payment

  • The 60-minute one-take walkthrough, five time-stamped chapters
  • Bonus 1: The Hint Stack Swipe File, 50 hints, 10 categories ($97)
  • Bonus 2: The Feed Fix Checklist ($47)
  • Bonus 3: The Q4 Bid Rule Card ($27)
  • Lifetime access, including the update when OpenAI changes the interface again
Agencies charge $497+ to set this up once $17 One-time. Less than the cost of four clicks at Q4 prices.
Grab the Hint Stacking Engine® for $17

30-day money-back guarantee. Instant access by email. Launch price, goes to $47 soon.

Questions people ask before they buy

Is this available in my country?

You can open an advertiser account and run campaigns in the United States, Canada, the United Kingdom, Australia, New Zealand, Japan, South Korea, Mexico and Brazil. Your store can be anywhere as long as you ship to and target one of those markets.

Do I need a big budget?

The platform minimum is $25 a day per campaign. The walkthrough is built around exactly that number for the first 30 days.

I sell on Shopify. Do I need anything special?

An exportable product feed and the ability to add a pixel. Both are covered on screen. WooCommerce and BigCommerce work the same way.

Can ChatGPT sell the product inside the chat?

Not any more. OpenAI switched Instant Checkout off in March 2026 to focus on discovery. The ad sends the shopper to your store, where your own checkout does the work. That is a feature: you keep the customer data.

What results can I expect?

Honest answer: nobody has reliable conversion benchmarks yet. What is public is click-through of 4 to 7 percent on product cards, CPCs of $3 to $5 in retail, and one early case where a ChatGPT click converted worse than a Google click on the same site. Cheap attention, unproven conversion. You buy this to run the test while it is cheap, not because someone promised you a ROAS.

Is this a course?

No. It is one recording of one campaign being built, plus the three files you need to build yours. If you want a 12-module academy, this is not it.

30-day money-back guarantee. Instant access, one-time payment.

Results depend on your product, margin, feed quality and the auction on the day you run. The numbers quoted on this page are published third-party benchmarks (Criteo, eMarketer, OpenAI documentation, Search Engine Land) from 2026 and are not a promise of your results. ChatGPT is a trademark of OpenAI. This product is not affiliated with or endorsed by OpenAI.

Alexander Wozniak