Shopify's Q2 2026 data shows half of AI-referred sessions land directly on a product page and AI orders tripled. Here is what that means for your PDPs and what to fix first.

At Rethink Retail on September 16, 2026, Google showed that brand-submitted conversational attributes make it into AI Mode recommendations. Here is what Google announced, which feed fields matter now, and a fix-first checklist.

Strong Meta creative still loses the ROAS math when the click lands on a page with no memory of the ad. Here is what Meta actually documents about landing pages, and how to build pages that match each ad.

Meta launched Muse, a personal AI agent that shops on the user's behalf, on September 8, 2026. Here is how it picks products, what data it reads, and what brands should fix first.

Shopify launched Shop MCP on October 13, 2026, opening Shopify Catalog and Shop Pay checkout to any AI agent. Here is how it works, how Walmart and Amazon compare, and what merchants should fix before and after the hand-off.

TikTok's new AI Shopping Assistant and Buy Direct checkout let shoppers ask questions and buy from brands without leaving the app. Here is how they work, what data they read, and how they compare with Google AI Mode, ChatGPT, Meta Muse, Shop MCP and Amazon.

How to get your brand cited, compared, and converted by ChatGPT, Perplexity, and Google AI Overviews in 2026 - the 4-pillar GEO playbook for commerce teams.

Most catalogs are complete enough to be listed and nowhere near complete enough to be compared. What product data enrichment covers, which attributes matter, and how to prioritise.

Feed management software maps your product data to the shape each destination expects. What the category does well, where it stops, and what reads your products now.