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USE CASE · CHATGPT

When a shopper asks ChatGPT what to buy, is your brand in the answer?

ChatGPT surfaces products inside the conversation and, increasingly, lets shoppers check out without leaving it. Tru Commerce gets your catalog cited, recommended, and purchased - with you keeping the customer, the data, and the margin.

measured first-party·your brand, your data·no redirect

ChatGPT shopping recommends products inside the chat based on structured product data and citations, then completes the purchase in-conversation. Tru Commerce measures your citation share and connects your catalog so the recommendation becomes a sale.

PROOF

22% → 56%

House of Zelena's ChatGPT mention share over 6 months, moving #6 → #1 across 3 LLMs (Tru Commerce case study)

On ChatGPT

Discover. Recommend. Transact.

01 · Discover

See which ChatGPT shopping queries in your category cite you - and which cite competitors.

02 · Recommend

Fix the product data, structured signals, and citations ChatGPT reaches for.

03 · Transact

Enable in-conversation checkout so the recommendation closes without a redirect.

What powers it

The Tru Commerce products behind ChatGPT

How ChatGPT works

What decides whether it recommends you

ChatGPT recommends from citations, not backlinks

It synthesises an answer from sources it trusts and structured product data it can parse. Classic SEO authority does not transfer automatically.

Structured product data decides inclusion

Clear attributes, feeds, and question-shaped content give ChatGPT something specific to recommend for a given intent.

Checkout keeps changing; the rails do not

ChatGPT has shipped three checkout designs in a year: its own checkout with the Agentic Commerce Protocol in 2025, an apps integration in spring 2026, and a plug-in checkout that completed a BestBuy order in-flow on 19 August 2026 (Retailgentic). For Shopify stores it still refers the shopper to the merchant's checkout. Merchants integrated with the protocols rather than the page did not rebuild.

What changed on ChatGPT

The last 60 days, with sources

Updated 2026-10-13. Each item carries its own source and date; items marked observed are walkthroughs someone ran on the surface, not company disclosures.

2026-10-05

Razorpay sells ChatGPT Ads to Indian brands; OpenAI adds a visual ad format

On 5 October Razorpay partnered with OpenAI to bring ChatGPT Ads to Indian brands through Razorpay Engage, which prepares product catalogues, launches and manages campaigns and tracks performance. The same week OpenAI introduced a visual ad format showing a product in use, tested first in image-generation queries; Fastrack, Traya, Tata Neu, Rivaah by Tanishq, Shaadi.com, Axis Max Life and Tanishq were named as early advertisers.

Source: exchange4media, 9 Oct 2026; Forbes India, 8 Oct 2026

2026-09-01

ChatGPT ads at a $1 billion annualised run rate in under 200 days

OpenAI reported the run rate on 31 August, six days after switching ads on in India for Free and Go users. A run rate is a pace, not booked revenue. Our co-founder was quoted in the same piece: the yardstick is incremental ROAS, not CPM.

Source: exchange4media, 1 Sep 2026

2026-08-19 · observed

ChatGPT's third checkout design in a year completed a real order

After its own checkout with the Agentic Commerce Protocol in 2025 and a spring pause in favour of apps, the plug-in "integrated checkout" completed a BestBuy order start to finish in Retailgentic's test: offer card, Open, shipping, payment. One item, no loyalty programme.

Source: Retailgentic, FLASH with video walkthrough, 19 Aug 2026

2026-08-11

Product cards spiked and local store cards appeared

Retailgentic's monitoring saw product-card visibility up 20% across its clients and card counts per prompt move from a range of 1-2 to 6-8, with a store finder and store cards in logged-in sessions. Client code carried feature flags named shopping_sidebar_enabled, navigate_checkout and prepare_checkout, which the authors label as speculation until switched on.

Source: Retailgentic, SCOOP, 11 Aug 2026

2026-08-25

For Shopify stores, ChatGPT still hands off to your checkout

Shopify's documentation: ChatGPT "currently operates as a discovery and referral channel: customers complete their purchase through the merchant's Shopify checkout in an in-app browser or a new tab". The recommendation happens in the chat; the order still happens on your rails.

Source: Retailgentic, Shopify and Agentic Commerce Part 2, 25 Aug 2026

2026-09-01

OpenAI's ad platform passed $1B about 200 days after launch

Per Retailgentic's August roundup, OpenAI said its ads business crossed $1B roughly 200 days after launching; Amazon took about five years to reach the same mark. Paid placement inside the same answers that recommend products is now a budget line, not a rumour.

Source: Retailgentic, August Agentic News, 1 Sep 2026

Case study

From #6 to #1 across 3 LLMs

FAQ

Common questions

It generates an answer from sources and structured product data it can parse and trust for the shopper's intent, rather than ranking links by backlinks. Being citable and machine-readable matters more than domain authority alone.

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