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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

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

· Opportunity

ChatGPT 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

· Strategy

The 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

· Breakdown

ChatGPT 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

· Strategy

100 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

· Breakdown

ChatGPT 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

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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

· Breakdown

ChatGPT 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

· Signal

ChatGPT 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

· Strategy

ChatGPT 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

· Breakdown

3 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

· Breakdown

I 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

· Breakdown

Coffee 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

· Strategy

What Is Paid AI Search?

The category definition, where it came from, what it changes, and why the traffic model is broken.

2026-04-11

· Strategy

ChatGPT Ads for Ecommerce

What ChatGPT ads actually are, how the decision layer works, and what ecommerce brands need to prepare now.

2026-04-11

· Strategy

AI 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

· Strategy

GEO 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

· Comparison

ChatGPT Ads vs Google Ads

Where the decision happens, and why it matters more than clicks.

2026-04-11

· Comparison

ChatGPT Ads vs Meta Ads

Different audiences. Different moments. Different outcomes.

2026-04-11

· Comparison

GEO vs SEO

Why ranking #1 might become irrelevant.

2026-04-11

· Comparison

GEO vs AEO

Two disciplines. One goal: getting AI to recommend you.

2026-04-11

· Comparison

Paid AI Search vs PPC

Same budget. Different battlefield.

2026-04-11

· Comparison

Paid AI Search vs SEO

Why organic traffic isn't the same as being recommended.

2026-04-11

· Comparison

AI Visibility vs Search Visibility

If the AI doesn't mention you, you don't exist.

2026-04-11

· Comparison

Paid 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.

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.