How structured product information decides whether search engines and AI agents can find, match and recommend what you sell.
Cyrus Shepard opted Zyppy's site out of AI Overviews and AI Mode for 28 days; those features held about 10% of its impressions.
Our takeTeams weighing Google's AI opt-out now have one estimate of the traffic at stake, from a single site whose owner says it worked to win AI citations and whose numbers he says may not apply elsewhere.
SID-LLM represents products as short semantic IDs and, per the paper, matched Shopify's multi-model search stack within production latency limits.
Our takeThe paper says SID-LLM represents products with content-derived tokens, is trained on catalog and behavioral data, and produced significant gains in online A/B tests when added to Shopify's search and recommendation stacks.
Four large platforms have taken different positions on letting outside AI agents reach their catalogs and checkout. This explains what each model means for discovery, payment data and product feeds.
Our takeAgent visibility on Amazon and Mercado Libre runs through their own listings and ads for now, while Walmart and Shopify reward product data that outside agents can read.
Across 330 test runs buying TVs, laptops and hair tools, the best agents hit 82% while the five cheapest models averaged 50%.
Our takeVisa has its own stake in how agent shopping is framed, but the failure patterns still matter: agents often bought the wrong product or never asked about requirements like return windows and compatibility.
The figure came from an interview with ChatGPT's consumer product lead, while Google says its query growth is the fastest in five years.
Our takeOpenAI's unverified one-fifth claim and Google's record query growth may both hold, suggesting AI assistants add search behavior, but neither tells you about your own traffic.
CEO Ariel Szarfsztejn is betting on an in-house shopping agent, while Q3 operating margin slid to 6.3% on heavy investment.
Our takeMercado Libre says it will not, for now, supply inventory to external AI shopping agents, keeping customer data and search ad revenue in-house. Its own search and agent become the main route to discovery on the platform.
Q3 revenue rose 32% to $3.74 billion as Shopify pushed its Catalog and Shop Pay wallet into a growing list of third-party AI agents.
Our takeShopify did not disclose the base behind its 3.3x AI order growth, so the more useful signal is Finkelstein's claim that Catalog-powered searches convert at twice the rate of general AI search.
The roughly one-trillion-parameter model is free to self-host and commercialize, and Mistral halved its API prices.
Our takeFor European retailers and agencies with data-residency rules or a mandate to rely less on US vendors, this is Mistral's largest self-hostable model yet. Its trillion-parameter scale needs serious multi-GPU hardware, so most teams will likely use it through Mistral's API or a cloud marketplace.