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CHATGPT ADS

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ChatGPT Ads for Ecommerce

Be the brand the assistant puts in the basket.

in the basket

Shoppers now ask an assistant what to buy before they ever reach a product page, and that conversation carries advertising. We run ChatGPT ads for ecommerce brands the way we run their paid social and shopping campaigns: clean tracking, feed and product data that holds up, and reporting that stops at contribution margin. It runs alongside your ecommerce marketing and our ChatGPT advertising programme so nothing is counted twice.

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750+ brands
Ecommerce founder crouched between packing shelves in a cramped warehouse late at night with her phone

FOUR WORKSTREAMS

Four workstreams decide whether ChatGPT ads pay.

Four workstreams

The surface itself, how your catalogue is understood, what the landing experience does with the click, and what the order was worth. In that order.

The assistant as a channel

The assistant as a channel

AI-assisted demand

AI-assisted demand

Catalogue & product data

Catalogue & product data

Measurement & margin

Measurement & margin

A new surface filling up faster than any before it.

This stopped being an experiment quickly. ChatGPT reports around one billion weekly users, with roughly 20% showing commercial intent, and advertiser counts jumped from 2,585 to 3,770 in a single week last June, reaching 7,378 distinct brands by mid-July.

We treat ChatGPT ads as a real acquisition channel with a capped budget rather than an innovation project: the same discipline as your Meta and shopping accounts, honest measurement, and an agreed point where we scale it or stop.

  • Assistant placements run as a channel, not a science project
  • Spend capped until the measurement proves itself
  • Weekly read on spend, orders and margin
  • A scale-or-stop decision agreed before launch

1bn

weekly ChatGPT users, about 20% showing commercial intent

7,378

distinct brands advertising in ChatGPT in one July week

The traffic is already arriving. The question is whose.

Retailers can see this in their own analytics before they spend a dollar here. Adobe measured AI-referral traffic to US retail sites up 62% year over year in July 2026, after a 393% jump across the first quarter, and AI-assisted journeys accounted for 18.3% of tracked online transactions in Q2 2026, against 4.1% two years earlier.

We start by isolating that traffic in your existing reporting, so the paid test is judged against what the assistant already sends you for free rather than against a blank slate.

  • AI referral traffic isolated in analytics before launch
  • Organic assistant visibility measured alongside the paid test
  • Product categories ranked by assistant-driven demand
  • Prompt research used to write copy, never sold as a package

18.3%

of tracked online transactions were AI-assisted in Q2 2026

62%

year-over-year growth in AI-referral traffic to US retail in July 2026

An assistant can only recommend what it can understand.

This channel rewards boring work. Titles that say what the product is, attributes filled in properly, stock and pricing accurate, reviews and specifications on the page, delivery and returns stated in plain text rather than hidden in an accordion. The same feed hygiene that lifts shopping campaigns decides whether an assistant is comfortable naming you.

Our Shopify and analytics teams clean the product data first, because paying for placements that lead to a thin product page is the most expensive mistake available here.

  • Product titles and attributes rewritten for machine reading
  • Stock, price and shipping data kept accurate in the feed
  • Reviews, specifications and returns visible on the page
  • Structured data checked across the catalogue

3,770

brands actively advertising in ChatGPT in a single June week

Sessions flatter. Contribution margin does not.

Ecommerce economics leave little room for a vanity channel: across 745 stores the median conversion rate was 1.74% in H1 2026, and across 2,934 Shopify stores the median average order value was $312. A new source of traffic has to earn its place against those numbers.

So we tag every placement, watch new-customer rate and repeat purchases rather than last-click orders alone, and report contribution margin beside your other channels every month, with a plain recommendation attached.

  • Every placement tagged and isolated in your analytics
  • New customer rate and repeat purchase tracked, not just orders
  • Contribution margin reported beside paid social and shopping
  • Monthly written read anyone on the team can follow

1.74%

median ecommerce conversion rate across 745 stores in H1 2026

$312

median average order value across 2,934 Shopify stores

Yours

Ad accounts, analytics and product feeds stay in your name

Margin

Contribution margin is the metric we are judged on

1

Weekly working session with the people doing the work

0

Long-term lock-ins

We made the difference for those brands

Retail & commerce

Creative, content, arts & culture

SMB

Retail & commerce

Healthcare & regulated services

B2B software, fintech, insurance

Consumer tech and platforms

Consumer tech and platforms

Food & beverage

Apparel and lifestyle

Home essentials, appliances, kitchen & pet

Home essentials, appliances, kitchen & pet

Consumer tech and platforms

B2B software, fintech, insurance

Creative, content, arts & culture

SMB

Home essentials, appliances, kitchen & pet

B2B software, fintech, insurance

Food & beverage

B2B software, fintech, insurance

B2B software, fintech, insurance

Beauty, personal care & wellness

SMB

Retail & commerce

Food & beverage

Creative, content, arts & culture

Healthcare & regulated services

Creative, content, arts & culture

B2B software, fintech, insurance

B2B software, fintech, insurance

B2B software, fintech, insurance

Home essentials, appliances, kitchen & pet

SMB

Home essentials, appliances, kitchen & pet

Retail & commerce

01 — The challenge

Your customers are getting a shortlist you were never on.

Ecommerce teams describe the same pattern. Paid social costs keep climbing, branded search looks healthy, and yet a growing share of buyers arrive already decided — they name two competitors, quote a price band, and repeat a comparison nobody on your team wrote. That shortlist was assembled inside an assistant, using whatever product data and reviews it could read, and until recently there was no way to be present for it or even to see it happening.

“They arrive quoting a comparison we have never seen. We just do not know who wrote it.”

The channel is now buyable and still cheap in most categories, but it is filling quickly — 7,378 advertisers were counted in one July week. Getting in early with clean measurement is a better bet than discovering the category price in two years.

02 — Our approach

Clean the data, buy carefully, measure to margin.

We start before the spend. First we isolate the AI-referred traffic already reaching your store, so we know which categories assistants send you and what those visitors do. Then we audit the product data, because an assistant recommends what it can read: titles, attributes, stock accuracy, reviews, delivery and returns. That work usually lifts your shopping campaigns and organic product visibility on its own, whatever happens next. Then we launch small. A capped spend, the categories with the best margin and the strongest product pages, tagging on every placement, and an agreed definition of success expressed in contribution margin rather than platform-reported orders. From there it is weekly work: cutting placements that bring browsers, moving budget toward products that hold their margin after returns, and adjusting through promotional periods when the maths changes. Each month you get one page with spend, orders, new customers and margin beside your other channels, plus a straight recommendation to scale, hold or stop. Everything runs in accounts you own, and we hold category exclusivity so we never run two competing stores.

03 — What we did

A first ninety days with a decision at the end of it.

Traffic and data audit, a capped launch, weekly management, then an honest scale-or-stop call backed by margin.

Weeks 1-2 / Audit

The AI traffic you already have, measured

Assistant referrals isolated in your analytics, categories ranked by AI-driven demand, and the product data problems that would waste spend listed.

Measure what is already happening

Weeks 2-4 / Launch

Capped budget on your best-margin products

Tagging on every placement, product pages tightened where they need it, and an agreed success measure in contribution margin before the first dollar goes out.

Small, tracked and reversible by design

Weeks 4-10 / Management

Weekly tuning against margin, not sessions

Placements cut where the visitors browse and leave, budget moved to products that hold margin after returns, and copy adjusted through promotional periods.

Managed weekly, not set and forgotten

Day 90 / Decision

Margin per channel, and a straight recommendation

One page comparing the ChatGPT ads channel with paid social and shopping on contribution margin and new customer rate, with a clear scale, hold or stop call.

A number, then an honest recommendation

WHAT YOU GET

Deliverables your team can audit.

can audit

Everything below lands in accounts you own and stays yours if you ever leave.

AI demand audit icon

AI demand audit

What assistants already send your store, which categories they favour, and where competitors are named instead of you.

Placement and budget plan icon

Placement and budget plan

Which products get funded first, how much the cap is, and what success looks like in margin terms.

Product data clean-up icon

Product data clean-up

Titles, attributes, stock accuracy and structured data corrected so your catalogue can be read and recommended.

Tracking and tagging icon

Tracking and tagging

Every placement isolated in analytics, with new customer rate and repeat purchase measured properly.

Ad copy and offers icon

Ad copy and offers

Copy and offers built from your real reviews, delivery promise and differences, tested every week.

Monthly reporting icon

Monthly reporting

Spend, orders, new customers and contribution margin beside your other channels, with a recommendation.

HOW WE WORK

Operating standards, not promises.

Operating standards

Store owner sitting on a pallet at dawn reading a printed sales sheet in a stockroom
Capped
Test budgets capped until the channel proves itself
Peak-ready
Budgets and copy adjusted through promotional periods
Exclusive
One store per category, never two competing brands
Named
Senior paid media specialist on the account, not a queue
Shape

DTC & single-brand stores

Category-level conversations where the assistant is picking between four brands.

Explore

Multi-brand retail & marketplaces

Wide catalogues where product data quality decides what gets surfaced at all.

Explore

Subscription & replenishment

Repeat-purchase economics measured on lifetime value rather than first order.

Explore

Built on trust. Proven by results.

We partner with SMBs and Fortune 500 companies to deliver more than reach — we bring clarity, execution, and measurable outcomes. Every successful partnership starts with a strong culture fit and a shared drive to grow.

Over 253x 5-star
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CASE STUDIES

Industry leaders we rank today

we rank today

Discover our work
Discover our work

Case studies

Video Ads

Static Ads

Santoy Calgary Painters — SEO and local search case study background image

Calgary, Alberta, Canada

Home services & trades

Santoy Calgary Painters

Across twelve matched months, a Calgary painting contractor grew all-channel sessions from 841 to 1,229 and profile direction requests from 473 to 571.

Peintres Montréal — SEO and audience growth case study background image

Montreal and Laval, Quebec, Canada

Home services & trades

Peintres Montréal

Across twelve matched months, a Montreal and Laval painting contractor grew all-channel sessions from 529 to 2,862 and new users from 472 to 1,823, with a two-month spike accounting for part of the gain.

Peinture Marcil — SEO and local search case study background image

Rive-Nord, Montreal, Quebec, Canada

Home services & trades

Peinture Marcil

A Rive-Nord commercial and industrial painting contractor went from no measurable search presence to 2,176 all-channel sessions and 55 organic clicks in its first eight months, with profile website clicks up 72%.

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Wearables - Health Tech

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Track your health more accurately with a sleek smart ring

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Wearables - Health Tech

Monitor your health effortlessly without changing your lifestyle

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Wearables - Health Tech

Consistent daily habits and tracking can help improve your overall health

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Wearables - Health Tech

Get more clarity and less pressure with health insights

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Wearables - Health Tech

Understand your cycle and work with your body's natural rhythm

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Wearables - Health Tech

InBeat OURA F UGC D 9x16 Jenny — video ad creative

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Wearables - Health Tech

Skip the trial and error with a personalized health wearable

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Wearables - Health Tech

InBeat OURA F UGC D 9x16 Jenny — video ad creative

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Wearables - Health Tech

A more accurate and comfortable way to track your health

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Wearables - Health Tech

InBeat OURA F UGC D 9x16 868gjy6ba — video ad creative

https://s3.amazonaws.com/webflow-prod-assets/69dce281d3b49704d8c8cdd0/6a788840505270c5384c67e5_out.mp4

Wearables - Health Tech

Track your health and wellness throughout your daily routine

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Wearables - Health Tech

Track your body's condition effortlessly with a smart ring

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Unclassified

Make delicious guilt-free soft serve at home with wholesome ingredients

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Healthy pumpkin cheesecake soft serve with over thirty grams of protein

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Hit your protein goals with a delicious peppermint soft serve

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Unclassified

Treat yourself to protein-packed soft serve made right at home

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NINJA Ulisses Souza — video ad creative

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NINJA Sarah Rodebush — video ad creative

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Unclassified

NINJA Olivia Bliss — video ad creative

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NINJA Maria Velasco — video ad creative

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Unclassified

NINJA Lindsay Ann — video ad creative

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NINJA Libby Bonthe — video ad creative

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Unclassified

NINJA Lauren Ralph — video ad creative

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NINJA Joe Gatto — video ad creative

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Unclassified

NINJA Emma Hussung — video ad creative

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NINJA Ellen Decker — video ad creative

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NINJA Devanshi Shah — video ad creative

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NINJA Crystal Burlison — video ad creative

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NINJA Casey Zhao — video ad creative

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NINJA Abigail Ceglarski — video ad creative

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Date Night — video ad creative

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Travel App

[Polarsteps] Phillip Gosek — video ad creative

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Travel App

[Polarsteps] Phillip Gosek — video ad creative

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Travel App

[POLA] Sierra Fernald Video #3 — video ad creative

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[POLA] Ben Herksowitz CTA 2 C — video ad creative

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[POLA] Monique Card Video # — video ad creative

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Polarsteps Zachary Salter — video ad creative

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Travel App

Polarsteps Monique Card — video ad creative

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Travel App

Polarsteps Monique Card — video ad creative

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Polarsteps MAY25 UGC Kile Brackman — video ad creative

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Travel App

Polarsteps Kyle Brackman — video ad creative

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Travel App

Polarsteps Ben Herksowitz #3 — video ad creative

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Travel App

POLA Sierra Fernald Video # — video ad creative

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Travel App

Ditch the spreadsheets and plan your group trips with ease

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Travel - Mobility

Discover how simple it is to rent your perfect ride

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Travel - Mobility

Rent the perfect car for your next adventure

https://s3.amazonaws.com/webflow-prod-assets/69dce281d3b49704d8c8cdd0/6a787cf963d091f2e044a09b_out.mp4

Travel - Mobility

Rent the perfect car for any occasion with ease

https://s3.amazonaws.com/webflow-prod-assets/69dce281d3b49704d8c8cdd0/6a787cf114801b4217a81aaf_out.mp4

Travel - Mobility

Discover the easiest way to book your next car rental

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Travel - Mobility

Browse, book, and drive luxury cars with ease

Unclassified

Access expert allergy treatment from anywhere in the country

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Overcome food allergies with a proven tolerance program

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Help your child build lasting tolerance to food allergies

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Fast and reliable mobile roadside assistance when you need it

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Manage your commercial fleet with zero downtime

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Avoid surprise bills with transparent auto repair pricing

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Get quality car repairs for ten percent less

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Trust your vehicle with affordable and reliable maintenance

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Get ten percent off all your auto repairs today

Travel

Stop wasting money on overpriced hotel rooms

Travel

Stop overpaying for hotels when you can save hundreds

Tech - Search

Help plant millions of trees just by browsing the web

Tech - Search

Plant trees automatically every time you search online

Social App

Save money effortlessly while doing your daily business

Social App

Save money while you are doing your business

Social App

Save money while you are doing your business

Social App

Flush your worries down the toilet, not your money

Social App

Save money while you are doing your business

Social App

The ultimate app to save on your lifestyle

Social App

Save money on all your favorite lifestyle essentials

Social App

Save money on all your favorite aesthetic essentials

Social App

Save money on all your favorite aesthetic essentials

Social App

The ultimate app to save on your lifestyle

Social App

Get the trendy aesthetic while saving your money

Social App

The ultimate app to save on your lifestyle

Social App

The ultimate app to save on your lifestyle

Social App

The ultimate app to save on your lifestyle

Social App

Save money on all your favorite aesthetic essentials

Social App

Customize this creative design with your own text

Social App

Write your custom message on this expressive face

Social App

Stop googling if your bronzer makes you look orange

Social App

Display your custom advertisement on a street billboard

Social App

Add your custom message to this stylish tumbler

Social App

Find the best affordable cruelty free skincare brands

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Make sure your retail therapy spending isn't wasted

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Scan perfumes to find reviews and long lasting dupes

Social App

Find real high quality cruelty free clothing alternatives

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Scan products to check ingredients like a skincare expert

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Discover affordable luxury perfume alternatives with ease

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Find the best skincare products and makeup dupes

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Scan to find your perfect red lipstick shade

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Find high quality dresses that won't fall apart

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Find long lasting perfumes and affordable alternatives easily

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Scan foundations to check ingredients and find great dupes

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Discover quality brands and read honest clothing reviews

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Find perfume reviews and affordable alternatives in seconds

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Scan foundation ingredients to find the best dupes online

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Scan clothing brands for quality and check reviews easily

FAQ

What ecommerce teams ask us first.

Are ChatGPT ads actually available for ecommerce brands, or is this a pilot?

They are live and scaling quickly. Advertiser counts moved from 2,585 to 3,770 in one week last June and reached 7,378 distinct brands by mid-July. Formats, inventory and buying routes are still changing month to month, which is exactly why we run it as a capped, measured test rather than a rebuild of your media plan.

How much should an online store spend to test this properly?

Enough to gather honest data over a quarter without destabilising the channels that already pay your bills, which for most stores is a small share of existing paid budget. The benchmark is your own economics rather than a platform figure: with a median conversion rate of 1.74% and a median order value of $312, we can model the traffic volume needed for a credible read before spending anything.

Do you sell ChatGPT prompt packs or prompt templates?

No. Prompts are how we research the category — what shoppers ask, which brands get named, what objections come up, what price bands are quoted — and that research shapes ad copy, product pages and often your paid social angles too. Selling a folder of prompts would be selling you the notebook rather than the work.

How is this different from Google Shopping or Meta advertising?

Shopping catches someone who already knows roughly what they want, and Meta interrupts someone who was not shopping at all. An assistant conversation sits in between: the shopper is actively deciding, and the answer arrives as a recommendation rather than a grid of options. That changes the copy and the product data far more than it changes the buying discipline, which stays identical.

Will this cannibalise our existing paid social and shopping results?

Some overlap is inevitable and we would rather measure it than pretend otherwise. We isolate the channel in analytics, watch new customer rate rather than total orders, and keep an eye on whether blended margin actually improves as spend moves. If ChatGPT ads are only reshuffling orders you would have won anyway, the report will say so.

What does product data have to do with advertising here?

Almost everything. An assistant assembles its answer from whatever it can read about your products, so thin titles, missing attributes, out-of-date stock or reviews buried behind a script quietly disqualify you. Cleaning that up is unglamorous work that pays twice, because the same fixes lift shopping campaigns and organic product visibility whether or not the ads succeed.

Can you tell whether a sale came from an assistant?

Well enough to make budget decisions, and we are honest about the edges. Tagged placements and referral data attribute direct clicks cleanly. Some influence stays indirect, where a shopper reads a recommendation and later searches your brand, so we track branded search and direct sessions alongside the channel report rather than quietly claiming everything as ours.

Which product categories work best in this channel?

Considered purchases where people ask for advice: anything with specifications, sizing questions, compatibility, ingredients or a genuine comparison to make. Impulse and pure fashion buys are harder, because the conversation adds less. We start with the categories that combine assistant demand with margin that survives returns, then let the data move the budget.

What happens during Black Friday and other peak periods?

We plan for it rather than react. Budgets, copy and product priorities are agreed before the period starts, stock and delivery promises are checked so we never advertise something you cannot ship, and spend is throttled the moment inventory tightens. Peak is also when the maths changes fastest, so reporting moves to a weekly rhythm for the duration.

What does Web Tonic charge for this?

A fixed monthly fee scoped to the work rather than a percentage of media, so our incentive is efficiency instead of volume, and you pay the platforms directly. There is no long-term lock-in. If ChatGPT ads do not earn its place inside a quarter, we will recommend moving the money back and the research we produced stays with you.

How quickly will we know whether it works?

Directional signals within a few weeks, a decision-grade read at about ninety days. That gap is deliberate: assistant-driven shoppers tend to research over several sessions, so an early last-click view understates the channel while an over-eager scale-up overstates it. We show the leading indicators weekly and hold the scale-or-stop call until the margin data can carry it.

How do ChatGPT ads actually work inside the platform?

OpenAI places sponsored results inside conversational answers rather than on a separate results page, so an ad appears in the context of what the user asked. There is no keyword match type to bid on in the Google sense; the platform decides relevance from the conversation and your product data, which is why catalogue quality matters more here than bid tinkering. Formats and controls are still changing, and we brief you each month on what OpenAI has shipped and what it means for your campaign.

How do ChatGPT ads compare with Google Ads for an online store?

Google gives you keyword-level control, mature reporting and predictable auction behaviour; ChatGPT ads give you presence at the moment a buyer is being advised, with far less control and much less history to lean on. Neither replaces the other. In practice the stores getting value run Google and paid social as the base, add a capped ChatGPT budget on their best categories, and judge all three on the same margin line.

Can we target a specific audience or customer tier?

Not with the audience granularity you are used to. Targeting today is closer to context than to segments: the conversation, the product category and your catalogue signals decide who sees a sponsored placement, and the free tier of users carries most of the current ad inventory. So we shape who we reach through product selection, offer and copy instead of layered audience rules, and we say clearly what the platform does not yet let anyone control.

What data does OpenAI give advertisers about performance?

Less than Meta or Google, which is exactly why our tracking goes in first. Platform reporting covers the basics of delivery and clicks; everything that matters commercially — orders, new customers, returns, margin — comes from your own analytics with each placement tagged. If ChatGPT reporting and your store disagree, we treat your store as the truth and show both numbers in the monthly read.

Does buying ads help us get recommended organically in ChatGPT?

There is no evidence that paying makes an assistant recommend you in an unpaid answer, and we will not sell that idea. What genuinely helps both is the same content and product work: clear specifications, real reviews, consistent descriptions across the web, and pages that are easy to read. We run that alongside the ads because it lifts your visibility whichever way the platform evolves.

What do ChatGPT ads cost, and how is pricing set?

Pricing is still settling, and anyone quoting you a firm ecommerce CPC for this platform is guessing. What we can say from live accounts is that cost varies enormously by category and by how commercial the conversation is, and that early advertisers are generally paying less than mature search auctions for comparable intent. We model your break-even before launch from your own margin and order value, then hold ChatGPT ads to it like any other line.

What should we do first if we are not ready to buy ads yet?

Get your products readable. Fix titles and attributes, publish real reviews, make specifications and returns plain text, keep the feed accurate, and check that your Shopify content is not hidden behind scripts. That work costs no media budget, improves what assistants say about you today, and means the day you do sign off on a test the money is not paying to send buyers to a page that cannot close them.

Who on our team needs to be involved?

Less time than most agencies ask for. One working session at the start with whoever owns merchandising and margin, then about thirty minutes a week: a quick view of the performance summary and a decision on product priorities. Ecommerce teams are stretched, and the reporting is written so a founder can read it between meetings rather than needing a dashboard tour.

Can you run our other ecommerce marketing too?

Yes, and the numbers get more honest when one team holds them. Our paid social, Shopify and analytics specialists work from the same plan, so an order is attributed once instead of claimed by three vendors. Hiring us for this channel alone is equally fine — everything is documented and left in accounts you own.

Want to know what an assistant tells shoppers about your category today?