How BOXRAW got its reviews into ChatGPT with Agentic Snippets

Nikesh Godhania

November 11, 2026

3 minutes

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At a glance

BOXRAW, the boxing equipment and sportswear brand, has thousands of reviews collected with REVIEWS.io. As more shoppers ask AI assistants like ChatGPT what to buy, BOXRAW wanted those reviews to be part of the answer.

BOXRAW was one of the first brands to switch on Agentic Snippets, which make review data readable and citable by AI assistants. When asked about the Hagler Sauna Suit 2.0, ChatGPT answered with a rating of 4.78 stars from 1,409 reviews and a summary of what people are saying. Those figures match what BOXRAW's Agentic Snippet read, rather than the rating shown on the product page.

The challenge: Reaching shoppers who ask AI first

BOXRAW sells boxing kits and training gear that customers review in detail. The Hagler Sauna Suit 2.0 alone has more than 1,500 reviews on BOXRAW's UK store. That's strong proof for a shopper on the product page.

More than 11,300 verified reviews collected by BOXRAW with REVIEWS.io

But more shoppers now start with an AI assistant instead of a search bar. They ask questions like "Is the BOXRAW sauna suit worth it?" and expect an answer built on what real customers say.

AI assistants read a product page differently from shoppers. Most AI crawlers don't run the scripts that load content in the browser, and review structured data has always been built for Google star ratings, which only need a product's headline score. To answer a shopper's question well, AI needs more: what customers say, topic by topic, in a format it can read straight from the page.

The strategy: Feeding reviews into AI answers with Agentic Snippets

REVIEWS.io switched on Agentic Snippets on BOXRAW's UK Shopify store. It ran through the REVIEWS.io setup BOXRAW already had, so their team didn't need to make any changes to theme or write any code, and the storefront looks exactly the same.

The difference was in the page's HTML. Each product page now carries a detailed summary of its reviews, published server-side so AI crawlers can read it without running any scripts. It's powered by the REVIEWS.io Trust Engine, which turns raw reviews into insight AI can use.

What's in BOXRAW's Agentic Snippet, and why it matters when a shopper asks AI:

Rating and review count: updates in real time, so whenever AI reads the page, it gets the latest rating and review count.
Star breakdown: shows how ratings are spread from one to five stars, not just the average.
AI Review Summaries by topic: short written summaries of what customers say, which AI can quote directly.
Topic sentiment counts: shows how confident the praise is, e.g. how many fit mentions are positive.
Attributes and extra ratings: answers specific questions, like "does it run small?"
Up to five of the latest reviews: real customer words behind the numbers, with a "would recommend" flag.
REVIEWS.io as publisher on every review: tells AI tools where the data comes from, so they can cite it.

The results: A ChatGPT answer with BOXRAW's reviews in the answer

Once Agentic Snippets were live on BOXRAW's store, we asked ChatGPT about the Hagler Sauna Suit 2.0:

The Hagler Sauna Suit 2.0 was now rated 4.78 stars from 1,409 reviews. We asked ChatGPT about the product on 5 Nov 2026, and it answered with BOXRAW's own review data.
The review data came straight from the Agentic Snippet. The product page showed 4.8 stars from 1,526 reviews, but the Agentic Snippet showed 4.78 stars from 1,411. ChatGPT's answer matches the snippet almost exactly, not the product page, which proves it was using the snippet.
BOXRAW got the credit for its reviews. ChatGPT called them "BOXRAW verified reviews", putting the brand's name next to the rating.

This is what matters for a merchant. When a shopper asks AI about your product, the answer is only as good as the data the AI can read. If your reviews are invisible, the AI answers without them, or leans on someone else's. BOXRAW's customers' own words are now part of the answer.

Quote from Nikesh Godhania, Product Marketing Manager at REVIEWS.io: "Shoppers now ask AI about you before they reach your site. For BOXRAW, ChatGPT quoted their exact rating, straight from the Agentic Snippet."

Make sure your reviews are part of the answer when shoppers ask AI.

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Frequently asked questions

Agentic Snippets publish your REVIEWS.io review data in your product page's HTML, so AI assistants like ChatGPT, Perplexity and Google AI Overviews can read and cite it. They include your star breakdown, AI Review Summaries, topic sentiment and your latest reviews.

Any AI assistant that reads product pages. In BOXRAW's test, ChatGPT used the data in its answer.

No. It makes your reviews visible and citable. What an AI recommends is up to the AI.

Shopify stores on REVIEWS.io's web-billed Grow plan (up to 100 products) and Plus plan (up to 1,000, with product packs above that). It isn't on other platforms yet.