Field notes from Shopify operators
running paid acquisition on ChatGPT.
ChatGPT Ads opened to all U.S. advertisers on May 5, 2026. CPC bidding, CAPI, JS Pixel, the works.
This blog is what we learn running it: bid strategy, attribution, CRS work, creative tests, comparisons against Google and Meta.
For operators, not for marketers.
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Start here if you want to understand what's actually happening
ChatGPT Ads
Start hereWhat Is a ChatGPT Ads Agency (And When You Need One) →
The category definition most Shopify operators are still figuring out: what a ChatGPT Ads agency runs, how it differs from Google/Meta agencies, and when retainer-led management beats DIY.
ChatGPT Ads
Most readHow ChatGPT Decides What People Buy (And Why You're Not Included) →
The mechanics of AI recommendation: what signals matter, what gets filtered, and what your brand needs to look like to be considered.
Comparison
CriticalChatGPT Ads vs Google Ads for Shopify →
CPC, conversion rate, attribution, intent quality. Which channel earns the next dollar of paid acquisition spend, and why the answer is shifting.
AI Search Strategy
PlaybookAI Visibility: The Only Metric That Will Matter in 12 Months →
Why inclusion rate replaces CTR, how to measure whether you exist in AI answers, and what the shift from ranking to recommendation actually requires.
Latest articles
New thinking. No recycled tactics.
Most of this will contradict what you've been told about marketing. Good.
ChatGPT Ads
What Is a ChatGPT Ads Agency (And When You Need One)
The category definition most Shopify operators are still figuring out: what a ChatGPT Ads agency runs, how it differs from Google/Meta agencies, and when retainer-led management beats DIY.
ChatGPT Ads
How ChatGPT Decides What People Buy (And Why You're Not Included)
The mechanics of AI recommendation: what signals matter, what gets filtered, and what your brand needs to look like to be considered.
Comparison
ChatGPT Ads vs Google Ads for Shopify
CPC, conversion rate, attribution, intent quality. Which channel earns the next dollar of paid acquisition spend, and why the answer is shifting.
AI Search Strategy
AI Visibility: The Only Metric That Will Matter in 12 Months
Why inclusion rate replaces CTR, how to measure whether you exist in AI answers, and what the shift from ranking to recommendation actually requires.
All posts
36 posts
2026-06-16
ChatGPT needs proof from your product page
ChatGPT shopping can compare products before the click. Shopify brands running paid need clear proof on the product page.
2026-06-15
Your variant names are part of the ad now
Shopify brands running paid need clean product details before ChatGPT can recommend the right item.
2026-06-13
· OpportunityChatGPT Ads are not a news play. They are a proof play.
The opportunity is not chasing every ChatGPT Ads headline. It is making your Shopify catalog specific enough for ChatGPT to trust, compare, and recommend.
2026-06-11
· StrategyThe feed is the campaign
In ChatGPT Ads your product feed is not an input to the campaign. It is the campaign. Here is where a Shopify operator running paid should start.
2026-06-09
· BreakdownChatGPT Ads just opened in the UK
ChatGPT Ads expanded beyond the US this week. The reason to care is conversion: AI-referred clicks convert about 2x higher, and the channel is still cheap.
2026-06-06
· Breakdown#1 on Google. Not in ChatGPT. Here is why.
Republic of Tea ranks first on Google for green matcha tea and never appears in ChatGPT. The gap is proof, not authority.
2026-05-14
· Strategy100 SKUs is the gate
OpenAI just turned product feeds into ChatGPT ads. The first 100 SKUs you submit decide whether your full Shopify catalog gets in.
2026-05-13
Best Practices for AI Recommendation Positioning
Five mechanics decide whether ChatGPT recommends your Shopify brand or your competitor when a buyer asks for a product.
2026-05-13
How AI Engines Choose Which Brands to Recommend
The pipeline ChatGPT, AI Mode, AI Overviews, and Copilot run when a buyer asks for a product, and the six signals that decide which brand surfaces.
2026-05-07
ChatGPT Ads Agency vs In-House for Shopify Stores
When a Shopify operator should run ChatGPT Ads in-house versus hire an agency, and the four hidden costs each model carries.
2026-05-06
How to Audit Your Shopify Store's AI Visibility
The 7-step playbook to run an AI visibility audit on a Shopify store yourself, and where the DIY ceiling hits.
2026-05-04
AI Visibility vs Traditional SEO for Shopify Stores
What changed for Shopify stores when AI engines became the discovery surface, which parts of your SEO investment still carry weight, and which parts don't.
2026-04-30
· BreakdownChatGPT just picked your competitor for you
ChatGPT's Compare feature decides who you fight in product discovery, and writes the verdict from sources you don't control.
2026-04-30
·ChatGPT Visibility Snapshot: Matador Meggings
2026-04-28
Best ChatGPT Ads Agency for Shopify Stores: 6 Checks
Six checks to run before signing a ChatGPT Ads agency for a Shopify store running paid acquisition, and why the agencies AI engines cite today are B2B-SaaS-first rather than Shopify-native.
2026-04-22
·ChatGPT Visibility Snapshot: Seed DS-01
2026-04-22
What Is a ChatGPT Ads Agency? (And Who AI Cites Right Now)
Who AI engines cite when buyers ask about ChatGPT Ads agencies, what these agencies actually offer, and how the work differs from running Google Ads.
2026-04-21
·ChatGPT Visibility Snapshot: Driftaway Coffee
2026-04-21
· BreakdownChatGPT ranked Waterloo #3 and told me exactly why it'll never be #1.
I asked ChatGPT for a product roadmap for Waterloo Sparkling Water. It gave me five specific fixes, named the weak SKUs, and disclosed its ranking weights. Any DTC brand can run this in 5 minutes.
2026-04-20
· SignalChatGPT is reading your SEO strategy and throwing most of it out.
ChatGPT excludes 'top 10' affiliate roundups across 4 of 5 product categories tested. The SEO strategy most agencies still sell is what ChatGPT throws out.
2026-04-18
· StrategyChatGPT will tell you exactly how it ranks your category. You just have to ask.
ChatGPT ranks products on a weighted rubric. It will publish the weights if you ask. Here is what it returned for automatic coffee machines, and the 10-minute audit to run for yours.
2026-04-17
· Breakdown3 of 4 products. No description. This is what AI agents see.
OpenAI killed in-chat checkout last month. The real news is what I found when I clicked into the Shopify Catalog Mapping screen.
2026-04-14
· BreakdownI asked ChatGPT for the worst coffee machine. It recommended the same brand as the best one.
12 queries. Same 3 brands kept winning. The brand ChatGPT called best was also the brand it called worst.
2026-04-13
· BreakdownCoffee above 194°F is burned
I asked ChatGPT Plus to recommend a coffee machine. It showed me a storefront. On the tier that has no ads.
2026-04-11
· StrategyWhat Is Paid AI Search?
The category definition, where it came from, what it changes, and why the traffic model is broken.
2026-04-11
· StrategyChatGPT Ads for Ecommerce
What ChatGPT ads actually are, how the decision layer works, and what ecommerce brands need to prepare now.
2026-04-11
· StrategyAI Visibility for Brands
Why most brands don't appear in AI answers, and the exact signals that make AI recommend you instead of a competitor.
2026-04-11
· StrategyGEO vs SEO vs Paid AI Search
Three overlapping disciplines, one critical order of operations. Where each fits and which mistake kills your AI visibility first.
2026-04-11
· ComparisonChatGPT Ads vs Google Ads
Where the decision happens, and why it matters more than clicks.
2026-04-11
· ComparisonChatGPT Ads vs Meta Ads
Different audiences. Different moments. Different outcomes.
2026-04-11
· ComparisonGEO vs SEO
Why ranking #1 might become irrelevant.
2026-04-11
· ComparisonGEO vs AEO
Two disciplines. One goal: getting AI to recommend you.
2026-04-11
· ComparisonPaid AI Search vs PPC
Same budget. Different battlefield.
2026-04-11
· ComparisonPaid AI Search vs SEO
Why organic traffic isn't the same as being recommended.
2026-04-11
· ComparisonAI Visibility vs Search Visibility
If the AI doesn't mention you, you don't exist.
2026-04-11
· ComparisonPaid AI Search Agency vs SEO Agency
SEO gets you found. Paid AI Search decides if you get chosen.
Paid Ai Search Wire
Your competitors will discover this too late.
Right now, most brands are still arguing about ROAS, creative testing, and attribution models. Meanwhile, a new layer is forming above all of it.
AI decides what people buy. Only a small percentage of brands will be mentioned. The rest will be invisible.
We document
Which brands show up in ChatGPT answers
Why they show up, and what signals drive it
How to reverse-engineer what works
How to position your products to be chosen
4 emails a week. I'm building this list because I'll eventually sell you an audit and a course. That's the deal.
This is not a blog. It's a system.
Three lines of work. One goal.
ChatGPT Ads
Run the ads. Beat the CPA. Or you don't pay month one.
ChatGPT Ads is the new acquisition channel. We run it for Shopify brands on flat monthly retainers (GO / PLUS / PRO), with a month-one warranty against your current Google/Meta CPA.
Read more →
AI Visibility
Either you are mentioned, or you don't exist.
There is no page 2 in an AI answer. Inclusion is binary. The brands that build the right signals now are the ones that get recommended when it matters. CRS work bundled into PLUS and PRO.
Read more →
Ecommerce AI
The sale happens before the click.
Buyers make purchase decisions inside AI conversations before they land on any product page. Your PDP is an execution layer, not a persuasion layer.
Read more →
Case studies
Proof. Not opinions.
Real brands. Real AI answers. What worked, what didn't, and the exact positioning changes that made the difference.
Transformation
Invisible → top AI recommendation
How one brand went from zero AI mentions to the first recommendation in its category.
Analysis
Why this product wins in ChatGPT answers
Reverse-engineering the signals that make AI consistently recommend one brand over its competitors.
Transparency
What ChatGPT actually says about your brand
A live audit of AI answer content, and what it reveals about how AI perceives your positioning.
Coming soon
You don't need more traffic.
You need to be the answer.
Every week we break down how AI selects brands, which signals drive recommendations, and how to position your products to be chosen, not just seen.
4 emails a week. I'm building this list because I'll eventually sell you an audit and a course. That's the deal.