Agentic Commerce Glossary
Definitions of the core agentic commerce vocabulary — Agentic Page, AI readability, AI search optimization, GEO, M2AI, product schema, and more — for merchants entering AI-native commerce.
DeepLumen Glossary
Plain-language definitions of the agentic commerce vocabulary — Agentic Page, AI search optimization, GEO, M2AI, product schema, and more — for merchants entering AI-native commerce.
AI Recommendation Readiness
Recommendation QA
The recurring test process for checking whether AI assistants recommend the right products, use accurate facts, and handle natural shopper prompts correctly.
Product-Level AI Visibility
AI Product Matchability
How confidently an AI shopping agent can match a product to relevant natural-language shopper prompts using product facts, context, trust evidence, and current offer state.
AI Shopping and Recommendation Readiness
Shopper Prompt Matching
How AI shopping agents map natural-language buyer requests to products that satisfy category, constraints, use case, trust, and offer requirements.
Shopify AI Visibility
AI Product Context Layer
The machine-readable layer that organizes product facts, use cases, trust signals, and offer state so AI assistants can retrieve, compare, and recommend products.
Shopify AI Visibility
AI-Ready Shopify Catalog
A Shopify catalog where products are not only available to AI-facing channels, but also readable, contextual, and ready to match natural shopper prompts.
AI Product Discovery
ChatGPT Product Recommendation
When ChatGPT names, compares, or suggests a product in response to a shopper's natural-language request.
AI-Readable Ecommerce
Recommendation-Ready Product Page
A product page that gives AI systems enough readable context, evidence, and offer clarity to recommend the product for a shopper prompt.
Agentic Commerce
AI Recommendation Readiness
Whether an AI system has enough readable, trustworthy product context to confidently recommend a product for a shopper's request.
Shopify AI Visibility
One-Click AI Visibility
Making a Shopify store's products AI-visible across the whole catalog in one step, instead of hand-optimizing each page.
Shopify AI Visibility
Product-Level AI Visibility
Whether each individual product — not just the store — can be discovered, read, and recommended by AI systems for shopper queries.
Shopify AI Visibility
Shopify AI SEO App
A Shopify app that prepares product pages for AI search and shopping agents — AI readability and structured context, beyond traditional SEO.
Agentic Commerce
Agentic Checkout
The checkout layer that lets an AI shopping agent move from recommendation to purchase by validating product, price, availability, and policy context.
Agentic Page
Agentic Page Generator
A tool that creates AI-readable product pages / Agentic Pages across a Shopify catalog so AI systems can discover, read, and recommend them.
AI Search Visibility
AI Product Discovery
The process where AI assistants find, compare, and recommend products on behalf of shoppers, often before they visit a store.
GEO Measurement
AI Visibility Audit
A diagnosis of whether AI systems can discover, read, trust, and recommend a brand across discovery, citation, and referral paths.
AI-Readable Ecommerce
AI-Readable Product Page
A page or layer that presents product facts in a structured, machine-readable form AI systems can parse without guessing from visual design.
AI-Readable Ecommerce
AI-Visible Product Page
A product page or machine-readable layer AI systems can discover, read, trust, and recommend for shopper queries.
AI Shopping
Buy with ChatGPT
The emerging path where shoppers ask ChatGPT for product help and move toward purchase through in-assistant or merchant checkout.
AI-Readable Ecommerce
Machine-Readable Product Data
Product information in a structured format machines can parse, compare, and use in recommendations without guessing from visual design.
Agentic Commerce
Agentic Payment Rails
The protocols, payment tokens, authorization flows, and checkout integrations that let AI agents help execute purchases after product selection.
Agentic Commerce
Merchant Truth Layer
The AI-readable evidence layer that helps shopping agents verify merchant identity, product facts, policy clarity, offer state, and trust signals before recommendation.
Agentic Commerce
Offer State Freshness
How current, consistent, and machine-readable a product offer is across price, inventory, shipping, promotions, variants, and checkout eligibility.
Product Data
Product Truth Layer
The AI-readable layer of product facts, attributes, variants, constraints, evidence, and offer context that shopping agents need before recommendation.
Agentic Commerce
Agentic Commerce Readiness
The ability of an ecommerce brand to support AI agents across discovery, product understanding, recommendation, transaction, and measurement.
GEO / AI Visibility
AI Health Score
A readiness score for how well an ecommerce store can be read, interpreted, and used by AI shopping systems.
GEO / AI Visibility
AI Shelf Benchmark
A product-level benchmark for whether a brand appears on the AI-generated shortlist when shoppers ask assistants for recommendations.
Agentic Commerce
ChatGPT App for Brands
A branded app experience inside ChatGPT that exposes product guidance, tools, content, or commerce workflows to shoppers.
Agentic Commerce
Universal Commerce Protocol
Google's agentic commerce protocol work for coordinating AI-agent shopping actions across discovery, checkout, and post-purchase support.
Product Data and AI Visibility
AI Product Feed Optimization
Preparing product data so AI shopping agents can discover, interpret, compare, and recommend products.
Agentic Commerce
AI Shopping Agent
An AI system that helps a shopper discover, compare, evaluate, and sometimes buy products through natural-language requests.
AI Discovery Files
llms.txt
An optional site file that points AI systems toward useful content, documentation, and machine-readable context.
Product Data
Product Feed
Structured product data shared with commerce channels, search systems, marketplaces, ad platforms, and AI shopping surfaces.
GEO / AI Visibility
AI Crawler Governance
The policy, technical, and measurement discipline for deciding which AI crawlers, agents, catalog routes, and discovery files can access ecommerce content — and what those signals mean.
GEO / AI Visibility
OAI-SearchBot
OpenAI's search crawler for surfacing and linking to websites in search-related features — an AI search visibility signal, not proof of live shopping intent.
GEO / AI Visibility
AI-Readable Ecommerce
Ecommerce content organized so AI systems can extract facts, attributes, policies, evidence, and use-case context with low ambiguity and low reading cost.
Agentic Commerce
Catalog Inclusion
The state in which a product is eligible and available through catalog-based AI discovery routes — the entry ticket, not recommendation readiness.
GEO / AI Visibility
ChatGPT-User
An OpenAI user agent used for certain user-triggered actions in ChatGPT, distinct from automatic web crawling bots like GPTBot and OAI-SearchBot.
DeepLumen Framework
Corpus Unit
A discrete chunk, field, passage, metadata object, or retrieved fact an AI system processes when trying to understand a website or product page.
Agentic Commerce
Recommendation Readiness
The state in which an AI shopping system can retrieve, understand, compare, trust, and act on a product well enough to recommend it for a shopper intent.
GEO / AI Visibility
Shopify AI Visibility
How well a Shopify store and its products can be discovered, understood, compared, and recommended by AI systems like ChatGPT, Gemini, and shopping agents.
Product Data
Shopify Catalog
Shopify’s structured product data layer that can make eligible products discoverable across agentic storefronts and AI shopping channels.
Agentic Commerce
Agentic Commerce
Ecommerce mediated by AI agents that help shoppers discover, compare, buy, and get support across merchants.
Product Data
Agentic Page
A machine-readable brand or product page designed so AI agents can retrieve, understand, cite, and act on its information.
GEO / AI Visibility
AI Search Optimization
Improving how well AI search systems can discover, understand, cite, and recommend a brand’s content.
GEO / AI Visibility
Generative Engine Optimization
Improving the likelihood that AI answer engines retrieve, summarize, cite, and recommend a brand’s content.
DeepLumen Framework
M2AI (Marketing-to-AI)
Making brand, product, and policy information understandable, retrievable, and actionable for AI agents.
Product Data
Product Schema
Structured product data (usually JSON-LD) that helps machines understand offers, attributes, pricing, availability, and reviews.
JSON-LD
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