How AI shopping agents discover, evaluate, and recommend products — and what you can do about it.
In May 2026, Shopify quietly added default /agents.md and /llms.txt files to every storefront—identical boilerplate across millions of stores. Here's what the files actually do, what the evidence says AI agents read, and the order of operations that gets products chosen.
Adam Schoenfeld's AEO landscape map sorts the category into four honest choices — buy a platform, build your own, hire an agency, expand with an incumbent. Every named tool measures the brand. None of them score the product. That's the box Lumio sits in.
AWS turned Amazon's internal shopping agent into a product retailers can deploy in 60 days. Salesforce shipped its May 2026 B2C Commerce release. Klarna's MCP-powered ChatGPT app continues to pull. Here's what happened May 25–31.
Juniper Research published the first major market sizing for agentic commerce on April 7. Here's what the $1.5 trillion number actually says — and what it doesn't.
On April 8, Visa shipped a network- and protocol-agnostic on-ramp for AI agent payments. Here's why a single integration that covers ACP, UCP, Trusted Agent Protocol, and Machine Payments Protocol is the most consequential piece of agentic-commerce infrastructure shipped this year.
Google launched Universal Cart at I/O 2026, Amazon folded Rufus into a new Alexa for Shopping agent, and both Stripe and Visa expanded their agentic infrastructure on the same day. Here's what happened across mid-May.
Meta enabled AI page-and-product enrichment on eligible Meta Pixels by default. What flows back to Meta, what it doesn't replace, and the Shopify Web Pixels API catch.
AEO — Answer Engine Optimization — is the term the SEO industry settled on for optimizing for AI agents. Here's what's actually different from traditional SEO, and what the new vocabulary obscures.
Recent testing shows ChatGPT, Claude, and Perplexity ignore JSON-LD when they fetch a page directly. That finding is real — and it's not the whole story. Here's how AI agents actually meet your products, and where structured data still does the work.
Anthropic ran a marketplace where Claude agents bought and sold real goods on behalf of employees. The headline isn't that it worked — it's that buyers using weaker models lost money and didn't notice. Here's what merchants should take from it.
TikTok Shop's product surfacing has a creator-driven layer and an algorithmic layer. The algorithmic layer reads catalog signals the same way other commerce platforms do. What's documented, what's plausible inference, and what's still opaque.
Three framings that work for an executive who has to defend the budget — and the two that consistently land flat. The argument shapes are durable; the supporting numbers have to come from the catalog's own data.
Google narrowed which review markup earns organic-search rich results. The schema itself is unchanged — still valid Schema.org, still parsed by Google Merchant Center and Bing. What's documented, what's plausible, and what to keep vs. drop.
OpenAI replaced Instant Checkout with discovery-first commerce in ChatGPT, built on the Agentic Commerce Protocol. Lumio breaks down what changed, why retailers backed off, and how brands should respond.
AI-referred traffic is small relative to organic and paid, structurally undercounted in standard analytics, and shaped by selection effects that change its per-customer value. The economic shape of the channel — what's verifiable, what's hypothesis, and what an operator can actually act on in 2026.
Visa launched a unified agentic payments platform, Shopify gave AI agents live store access, Juniper sized the market at $1.5T, and Meta shipped its first commerce model. Here's what happened April 7–11.
Traditional analytics were built for browsers, not autonomous agents. Here's what to measure when AI agents are doing the shopping — and why your GA4 dashboard is already lying to you.
Google's UCP lets shoppers buy directly inside AI Mode and Gemini — no redirect, no website. Here's how it works and why your product feed just became your storefront.
Pet retail has no equivalent of GS1's apparel taxonomy or the FDA-mandated nutrition panel for human food. The Schema.org modeling questions that follow from that gap, and the category-specific attributes that don't fit a default Product schema.
Bing's organic search share is small. Bing's footprint across the AI surfaces shoppers actually use is larger because the same index sits behind several of them. What that means for ecommerce optimization in 2026.
The llms.txt standard is gaining traction in ecommerce. But creating the file without fixing the content it points to is putting a signpost in front of an empty store. Here's what the file actually does, what it doesn't, and the correct order of operations.
AI readiness gaps aren't the same across every product category. Here's what apparel, electronics, and beauty brands each get wrong — and what good looks like.
ChatGPT now recommends specific products with prices, images, and buy links. Here's how it discovers products and what brands can do about it.
SEO got your products into Google's index. GEO gets them into AI answers. Here's what brands need to know about optimizing for generative engines.
A curated collection of guides, documentation, and analysis for brands preparing their product data for AI-powered discovery.
Your product pages have JSON-LD markup. But are you using the fields that AI shopping agents actually need? These six are missing from most catalogs.
AI shopping agents don't read your marketing copy. They read your JSON-LD. Here's what they look for, what most brands get wrong, and how to fix it.
Google's helpful content guidance and AI commerce optimization aren't at odds. They're saying the same thing: be specific, be honest, be useful.
AI shopping agents read your product feed before they ever visit your website. If your feed is thin, stale, or sloppy, you're invisible — no matter how good your site looks.
A step-by-step guide to adding JSON-LD Product markup to your product pages — from minimum viable schema to a complete implementation with reviews, ratings, and offers.
A deep dive into the six dimensions that determine whether AI shopping agents recommend your products.
91% of online brands are invisible to ChatGPT, Perplexity, and Google AI Mode. Here's why — and what to do about it.
Lucy Lumio Customer Strategist