Product Data
10 articles
AI Traffic Converts 31% Better. Being Plugged In Isn't Being Picked.
Retailers are racing to wire their catalogs into ChatGPT before peak season. That solves distribution. It does nothing for the harder question: when a shopper asks an AI which product to buy, does it name yours or your competitor's? Those are two different problems, and the second one decides who actually wins the sale. TL;DR: AI-referred shoppers converted 31% better than other traffic during the 2025 holiday season and generated 254% more revenue per visit year over year (Adobe Analyt
60% Will Ditch an AI Shopping Agent After One Bad Pick
Sixty percent of UK shoppers say they would stop using an AI shopping agent after a single mistake, per new ACI Worldwide research published June 29, 2026 (ACI Worldwide / YouGov). One wrong recommendation and the shopper is gone. That changes what "winning" in AI shopping actually means. TL;DR: Getting mentioned by ChatGPT or Google AI Mode is the entry ticket, not the prize. With 60% of consumers ready to abandon an agent after one error and only 19% trusting AI for everyday purchases
AI Compares Products on Attributes Your Page Never Mentions
When a shopper asks ChatGPT for "the best running shoe for flat feet in a mid-price range," the assistant does not read your product page the way a human does. It decomposes that one request into a fan of smaller questions, gathers candidates, and then ranks them on a specific set of comparison dimensions. If your data does not answer those dimensions, you lose the recommendation before the shopper ever sees a price. TL;DR: AI shopping assistants compare products on dimensions they extr
AWS Just Shipped Agentic Payments. Your Catalog Is Now the Bottleneck.
TL;DR: Amazon Web Services launched Bedrock AgentCore Payments on May 7, 2026, the first hyperscaler-native primitive that lets AI agents transact autonomously over both fiat (via Stripe) and stablecoins (via Coinbase). Twenty-four hours later, Visa and InFlow shipped the first agent-native Visa cards. The "agent as economic actor" stack is now commercially available at every layer. The bottleneck has officially moved from payments to product data: if an agent cannot find your SKUs, the f
The Payments Stack Is Done. 80% of Catalogs Aren't.
Stripe shipped 288 launches at Sessions 2026 this week. Experian, Visa, Mastercard, Cloudflare and Skyfire stacked the identity layer on top. The payments side of agentic commerce is functionally complete. Then PayPal's own merchant survey landed: only one in five merchants has a catalog AI agents can actually read. The bottleneck just moved. TL;DR: At Stripe Sessions 2026, Stripe announced Link Wallet for agents, expanded its Agentic Commerce Suite to Google AI Mode and Gemini, and shi
The Agentic Commerce Trust Stack Just Got an Identity Layer
On April 17, 2026, World (the Sam Altman-backed identity project) shipped AgentKit, a developer toolkit that gives AI shopping agents cryptographic "proof of human" credentials. Okta, Vercel, Browserbase, and Exa launched as partners. A Shopify demo showed a World ID-verified purchase routed through the Universal Commerce Protocol. Another piece of the agentic commerce stack just snapped into place. TL;DR: World's AgentKit launch on April 17 adds a proof-of-human identity layer to the a
Google Says Product Data Is Infrastructure, Not Just a Feed
Google just said the quiet part out loud. In a 40-minute Ads Decoded briefing, Google VP Courtney Rose revealed that Merchant Center product data now feeds AI Mode, Gemini shopping, virtual try-on, Business Agent, brand profiles, and free listings. One product feed. Six-plus surfaces. And Google is adding "conversational attributes," a new category of product data designed specifically for AI retrieval. If your feed is messy, you're not just missing search results anymore. You're invisible a
Agentic Commerce Product Data: Why Structure Wins
AI shopping agents consistently chose the more expensive product - because it had clean structured data. That's the finding from a controlled experiment published by O'Reilly last week. Even when the cheaper alternative led with polished marketing copy, agents ignored it. With ChatGPT visual shopping now live for 900 million weekly users as of March 25, 2026, your products are being evaluated on the same terms, every day, at scale. Agentic commerce product data optimization is the practice of
Shopify Just Told Merchants to Activate Their "Agentic Storefront." Most Aren't Ready.
Shopify quietly rolled out what might be the most consequential feature in its history: the Agentic Storefront. It connects your product catalog directly to ChatGPT, Google AI Mode, Gemini, and Microsoft Copilot, letting AI agents browse your products, check inventory, and surface recommendations to consumers in real time. The toggle is sitting in every merchant's Shopify Admin right now. Almost nobody has turned it on. Shopify president Harley Finkelstein said at a recent investor conference
OpenAI Just Killed Native Checkout in ChatGPT. The Retailers Who Saw This Coming Are Already Ahead.
OpenAI killed Instant Checkout in ChatGPT this week. The Information broke the story on March 6: purchases are moving out of the chat interface and into merchant apps and websites. An OpenAI spokesperson confirmed it, saying they're "evolving our commerce strategy within ChatGPT to better meet merchants and users where they are." Translation: building a checkout inside a chatbot turned out to be way harder than demoing it on stage. If you've been in ecommerce long enough, this feels famili