Guide

Sell on ChatGPT. Get discovered first.

Prepare your products for discovery in ChatGPT: catalog quality, current merchant setup, the path to your store and what to measure.

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The short answer

Selling through ChatGPT starts with accurate product discovery. OpenAI’s current merchant guidance prioritises purchases completed on merchant-owned websites or apps, and is moving away from a standalone Instant Checkout experience. Prepare clear product data, confirm your platform’s current route, and test the journey to your store.

Key takeaways

  • Check the current merchant route. Do not build against an outdated description of Instant Checkout.
  • Make product facts consistent. Page, selected variant and shared catalog should agree.
  • Keep the buying journey intact. Test links, delivery details and mobile checkout.
  • Measure a repeatable sample. Save questions, dates and sources; separate visibility from sales.
  • Use creative to answer buying questions. Demonstrations support the decision.

Help shoppers understand the product before they reach your store, then make the buying experience match what they saw. Product details, the correct variant, current availability and clear delivery terms all belong in that journey.

Choose one category to start. Check the supported merchant route, audit the catalog and follow the product links on a phone. Fix the reproducible problems before expanding the project.

The direct answer

Every channel has a lane. None is the lane a normal DTC brand gets.

Match the format to what each platform will clear, in the right order, and paid works. Skip the order and the account gets flagged before the first learning phase finishes.

Meta

Narrow, real, certification-gated

Topical CBD runs with LegitScript certification and written approval. GLP-1 telehealth runs when it manages weight instead of curing it. Both need clean audience naming.

TikTok

Organic-first, paid is the exception

Paid CBD is closed to self-serve. Paid GLP-1 needs a TikTok sales relationship most brands do not have. Organic at scale and Spark Ads carry the channel.

Programmatic

Widest lane, least glamorous

CTV, native, audio and retail media run on publisher relationships and contextual targeting. This is usually where the real volume ends up.

Channel status matrix

Read this before a single ad gets built.

Status changes by product form (topical vs ingestible, branded drug vs telehealth program). Policy moves fast; confirm current terms before launch.

Product / claim typeMetaTikTok (paid)Google / YouTubeProgrammatic / CTVRetail media
Topical CBD (balm, salve, cosmetic)RestrictedRestrictedRestrictedAllowedAllowed
Ingestible CBD (oil, gummy, capsule)Not availableNot availableNot availableRestrictedRestricted
GLP-1 telehealth program (compounded, non-branded)RestrictedNot availableRestrictedAllowedRestricted
Branded GLP-1 pharma (named drug, on-label)Not availableNot availableNot availableRestrictedNot available
Dietary supplements (structure/function claims)AllowedRestrictedAllowedAllowedAllowed

Allowed = normal ad review. Restricted = certification, age gate or a narrower claim set. Not available = no standard self-serve path.

Straight talk

Three beliefs to drop before you brief anything.

The myth

If Meta approved my page, my ads will run fine too.

What is real

Page approval and ad approval are separate reviews. CBD and GLP-1 copy is read by policy teams looking for health claims and personal-attribute targeting, whatever your organic page has posted for months.

The myth

TikTok is where our audience is, so budget goes there first.

What is real

Your audience being on TikTok and TikTok letting you pay to reach them are two different facts. Build organic and creators there first. Paid follows the channels that accept the ad.

The myth

Programmatic is a last resort for brands banned everywhere else.

What is real

For CBD and weight management, programmatic is frequently where the real spend lives. It is less visible in a Meta Ad Library search, which is why most guides underrate it.

The sequencing

Not a menu. An order.

Skipping steps is how brands end up with a banned Meta account and no fallback channel already built.

Step 01

Lock claims and certification

LegitScript for CBD, a treat-vs-cure claims library for GLP-1, structure/function lines for supplements. This unlocks every paid channel after it.

Step 02

Seed owned and organic

Email, SMS, site content and TikTok organic build proof and the creator bench at zero platform ad-policy risk.

Step 03

Scale demand on programmatic

CTV, native and audio carry the volume once certification is in place. Usually the largest media line.

Step 04

Open the narrow Meta lane

Certified, claims-checked creative for real incremental reach, with the naming and targeting discipline the policy demands.

Step 05

Amplify TikTok with Spark Ads

Boost what already proved itself organically rather than briefing cold paid concepts the platform is unlikely to approve.

Step 06

Close the loop on retail media

Meet the demand you created at the point of purchase.

Go deeper

The category guides.

Each guide takes one category through platform rules, claims, creators and the creative lane.

Where QuickAds fits

Creative and campaign planning for sensitive categories, inside the lane.

Use an approved claims library to brief creative, produce the variants, work with creators, and carry the learnings into the next batch.

32M+

Research-library ads behind creative intelligence and briefing.

100+

Managed creatives per month across static, video and creator formats.

FAQ

Questions teams ask before launch.

Can CBD or GLP-1 brands still advertise on Meta?

Yes, inside a narrow lane. Topical CBD and weight-management programs can have eligible routes when certification, claims, imagery and landing pages meet current platform requirements.

Should regulated brands move their budget to TikTok instead?

Not as the default paid channel. Organic and creator content can be more useful first, with paid amplification only where the category and content are eligible.

Why does programmatic matter?

Programmatic opens display, native, CTV and audio inventory across publishers and exchanges, making it an important scaling lane for categories with tighter social-platform rules.

What is the right launch order?

Lock claims and certification, seed owned and organic, scale programmatic, open the permitted Meta lane, amplify proven TikTok content where eligible, then close the loop on retail media.

Do the same rules apply to creator content?

Yes. Creator claims still need disclosure, substantiation and a compliant brief, and boosted content must also fit the platform category rules.

Smart creatives and campaign planning for sensitive categories, from $2,000 a month.CBD · Supplements · GLP-1 · Med spa · Telehealth

The measured gap

Classic search and AI Mode are different shelves.

Productrise compared 2M+ listings across 100k+ SERPs in the US and UK, 9–31 August 2026, running the same queries on both surfaces on the same day.

Products ranking in both
1.28%
Matched products with a different main seller
49.6%
AI Mode price premium on matched products
21.6%

Median, classic search

$100

Median, AI Mode

$149

Source: Productrise, August 2026. Google surfaces, not a forecast for any individual catalog.

Three surfaces

Ranking in ChatGPT means three different jobs.

Each is fed by a different system. Winning one does nothing for the other two, and they need different owners.

01

Written answers

Fed by live retrieval plus training memory. Won with crawler access, quotable pages and third-party coverage.

Content and SEO
02

Product results

Fed by your merchant feed and the Agentic Commerce Protocol. Won on feed quality and checkout integration.

Ecommerce and ops
03

Sponsored placement

Bought in OpenAI's Ads Manager, or through Amazon DSP. Budget and targeting rather than content.

Paid media

Two standards

Same four asks, different front doors.

Strip out the vocabulary and both protocols want the same things from a merchant. That overlap is why sequencing beats choosing.

ACP

OpenAI and Stripe · reaches ChatGPT

UCP

Google · reaches Google surfaces

  • A catalog a machine can parse, one row per sellable variant
  • Price and availability that are true right now
  • A programmatic way to confirm a cart, priced by you
  • An order lifecycle you can report back on

You stay merchant of record under both. The shared work takes a quarter; the protocol-specific work takes weeks.

The division of labour

Shopify hands you the structure. You fill it.

Ships with the platform
  • Structured product record
  • A real variant model
  • Standard product taxonomy
  • Category attributes
  • Product JSON-LD in default themes
  • Server-rendered Liquid templates
Still on the merchant
  • Category, often unset or too shallow
  • Variant option names that map
  • Barcode and identifiers
  • Metafield definitions
  • Literal description style
  • robots.txt.liquid decisions

The contract

What a machine-readable video carries.

VideoObject served in the page HTML rather than injected by JavaScript. These are the properties worth getting right.

namedescriptioncontentUrlembedUrlthumbnailUrluploadDatedurationtranscriptcaptionhasPartpublisher

Plus the association: point VideoObject.about at the product entity, or Product.subjectOf at the video, with matching @id values.

How agentic shopping works

From shopping request to shortlist

An illustrative journey. Not every shopping agent follows these steps, and not all support autonomous payment.

“Rain jacket for a Seattle trip next Thursday, under two hundred dollars, medium, nothing neon.”

At a glance

Classic SEO and LLM SEO are different games

Classic SEOLLM SEO
Unit of competitionA URL ranked for a keywordA passage quoted inside an answer
Query shapeTwo to four wordsA full sentence carrying budget, constraints and context
Result setTen results the reader chooses betweenOne answer naming three to five sources
VolatilityPositions hold for weeksThe same prompt can return different brands within the hour
Winning assetThe pageThe paragraph that still makes sense cut out of the page
MeasurementA rank trackerA fixed prompt panel you rerun and score

In this guide

What selling on ChatGPT means today
Build the path from question to purchase
Make the product facts agree
Choose the route your platform supports
Keep the store working after discovery
Separate paid campaigns from catalog work
Run a focused diagnostic this week
Where QuickAds helps

What selling on ChatGPT means today

Start with discovery, then help the shopper finish the purchase. OpenAI’s merchant guidance now prioritizes product discovery and checkout on the merchant’s own website or app, moving away from standalone Instant Checkout.

Make the product easy to understand before the click, and make the landing page fulfil the promise after it. Product data, useful buying advice and a working mobile store all matter. Treat visibility as something to measure, not something an integration guarantees.

Build the path from question to purchase

Walk the journey with one real buying question. A shopper describes a need, compares products, follows a link and checks the details on your store.

  1. Question: record the use case, budget and constraints.
  2. Product: make distinguishing attributes clear in the catalog and on the page.
  3. Landing: open the correct variant with matching price and availability.
  4. Purchase: make delivery, returns and the final total easy to find.

Test on a phone. A good recommendation is wasted if the link opens a generic collection or a sold-out size.

Make the product facts agree

Audit a small, commercially useful category. Compare each page with the data exported by your platform. Check stable IDs, literal titles, size, colour, material, pack count, price, currency, availability and images. Include identifiers such as GTIN where they exist; never invent them.

Record mismatches with an owner and a fix date. Change a test product’s price or availability and observe the update through your systems. Build a repeatable process.

The product feed guide gives your catalog team a deeper checklist.

Choose the route your platform supports

OpenAI says Shopify and Etsy catalogs are already integrated; other merchants can apply to share a feed. Its current merchant page lists shopping availability in the US. Check the current guidance before committing to an integration.

On Shopify, review product eligibility and channel settings, then inspect what is shared. On a custom stack, name the owner of feed validation, updates and error handling before writing an integration brief.

Do not commission a checkout endpoint simply because an older article says it is mandatory. Start with your platform’s current requirements.

Keep the store working after discovery

Your store still has work to do. Put sizing, compatibility, delivery costs and return conditions where buyers can find them. Preserve the chosen variant and remove broken links, intrusive overlays and unnecessary steps.

Measure identifiable referrals, purchases and contribution margin. Record attribution gaps. A shopper can research in an assistant and return through another channel.

OpenAI currently states that purchases starting in ChatGPT carry no OpenAI fee. Your usual platform, payment and fulfilment costs still belong in your business case.

Separate paid campaigns from catalog work

Give paid campaigns and product data separate briefs. A campaign needs an audience, an offer, a creative hypothesis and a budget. Catalog work needs accurate fields, accessible pages and reliable updates. One does not prove the other is working.

Before buying a new placement, confirm availability and terms with the provider. Use a small test with an explicit success measure. Compare outcomes against the same commercial objective while keeping the acquisition routes visible in reporting.

Run a focused diagnostic this week

  1. Choose ten products. Include bestsellers, deep variants, multipacks and a recently changed item.
  2. Write ten buying questions. Mix category, use-case and comparison questions.
  3. Record the answers. Note platform, date, location, sources and product accuracy. One answer is not a stable ranking.
  4. Compare page and feed. Log wrong variants, stale prices, missing attributes and inaccessible media.
  5. Follow the links. Check variant selection, stock and the mobile buying path.
  6. Ship reproducible fixes. Assign owners and deadlines, then retest the sample.

Where QuickAds helps

QuickAds connects creative research, strategy, production and campaign learning. Bring priority products, customer questions and current creative. We can turn useful questions into briefs, product demonstrations and creator-led explanations, then use campaign results to decide what to test next.

Agree catalog and implementation scope up front. Your commerce owner should own product facts; creative should show the product accurately and answer a purchase question. Neither an ad nor a video guarantees an AI recommendation.

Use the 90-day How to win plan to connect those workstreams, or start with an ad account audit.

Quick readiness check

Can an agent actually read your catalog?

Eight checks drawn from this guide. Tick what is already true for your catalog.

0 of 8Tick the checks that apply

Frequently asked questions

Can shoppers buy directly inside ChatGPT?

OpenAI is moving away from standalone Instant Checkout. Its current merchant guidance puts discovery in ChatGPT and purchase completion on merchant-owned websites or apps. Plan against the current requirements for your platform.

What should I set up first?

Start with accurate product pages and catalog data, then confirm your platform’s supported feed route. Test variant links, current prices and availability, delivery information and the mobile purchase journey. Do not assume you need a custom checkout endpoint.

Do I lose the customer relationship?

With checkout on your website or app, you continue to manage the buying experience. Measure the referrals and orders you can identify, and respect the customer’s marketing choices. Research before the site visit may remain hard to attribute.

Does sharing a feed buy advertising?

No. Treat catalog distribution and paid placements as separate workstreams with separate budgets and measures. A feed helps communicate product facts; it does not buy a guaranteed recommendation.

Is it worth testing for low-price products?

Use your own economics. Choose a category with enough margin to support the work, define a modest test and track purchases, returns and contribution margin. Product price alone is not a sensible reason to accept or reject a channel.

Make these in QuickAds