Shopify AI Glossary
AI commerce terms, explained for Shopify stores
Clear definitions for AI shopping assistants, Shopify chatbots, conversion analytics, and answer engine visibility. Built for merchants comparing tools and learning what matters before they buy.
Glossary Category
AI & Chatbots
8 terms
AI Shopping Assistant
An AI shopping assistant is a software agent that helps online shoppers find products, compare options, and complete purchases through natural conversation. It uses a large language model grounded in a store's catalog and policies to answer questions, recommend items, and guide buyers from intent to checkout.
Read definitionConversational Commerce
Conversational commerce is the practice of selling and supporting customers through natural-language interfaces such as chat, messaging apps, and voice. It blends retail with two-way conversation, so a shopper can ask a question, get a recommendation, and complete a purchase inside the same thread.
Read definitionAI Agent vs Chatbot
An AI agent is software that plans and takes actions to achieve a goal, often using tools and memory. A chatbot is software that holds a conversation, usually by following scripted rules. Every AI agent contains a chat layer, but most chatbots are not agents because they cannot act on the world.
Read definitionAI Customer Service
AI customer service is the use of large language models and automation to answer customer questions, resolve issues, and route complex cases to humans. It covers pre-sale questions, order status, returns, and warranty claims, and it usually runs alongside a help desk so agents can step in when needed.
Read definitionLive Chat vs AI Chat
Live chat is real-time messaging with a human agent. AI chat is real-time messaging with software, typically a large language model. Live chat is high-trust and high-cost; AI chat is instant and scales without headcount. Most modern Shopify stores combine both, with AI handling first response and humans taking over when needed.
Read definitionMultilingual Chatbot
A multilingual chatbot is a conversational system that can read and write in multiple languages, ideally without a separate model per language. It usually relies on a large language model that handles language detection, translation, and reply generation in one pass, with the merchant's catalog and policies as the grounding layer.
Read definitionGenerative AI for Ecommerce
Generative AI for ecommerce is the use of large language models and image models to create content, conversations, and decisions across the storefront. Common applications include product copy, on-site search, chat-based shopping, image generation for ads, personalised recommendations, and post-purchase support.
Read definitionIntent Detection
Intent detection is the process of classifying what a shopper wants from a message. In ecommerce, intents include browsing, comparing, checking shipping, asking about returns, and complaining. Older systems used keyword rules; modern systems use embeddings or a large language model to assign intents in real time.
Read definitionGlossary Category
Shopify Commerce
6 terms
Shopify Chatbot
A Shopify chatbot is a conversational app installed on a Shopify storefront that answers shopper questions, recommends products, and helps complete purchases. It usually integrates with the Shopify catalog, customer, and order APIs so it can reply with live stock, prices, and order status without a human in the loop.
Read definitionShopify App
A Shopify app is a third-party piece of software that extends a Shopify store, distributed through the Shopify App Store or as a custom install. Apps add capabilities such as chat, reviews, subscriptions, shipping rules, and analytics by using Shopify's APIs and embedding into the admin or storefront.
Read definitionHeadless Commerce
Headless commerce is an architecture where the storefront is decoupled from the commerce backend. The backend (catalog, cart, orders, payments) talks to the front-end through APIs. Merchants use headless to ship custom storefronts on Next.js, Hydrogen, or native apps while keeping Shopify, BigCommerce, or another platform as the engine.
Read definitionAI Checkout
AI checkout is a checkout flow that uses AI to reduce friction at the point of purchase. Common features include conversational form fill, address autocomplete and validation, smart upsells based on cart context, and AI fraud screening. The goal is to convert more carts without adding steps for the shopper.
Read definitionCart Abandonment Recovery
Cart abandonment recovery is the set of tactics used to bring back shoppers who added items to cart but did not check out. Common channels are email, SMS, WhatsApp, and on-site chat. Modern stacks use AI to time the message, choose the channel, and personalise the offer.
Read definitionShopping Cart AI
Shopping cart AI is software that reads a shopper's cart in real time and acts on it. Common actions include suggesting a complementary item, applying the right shipping or discount logic, recovering an abandonment, and forecasting the likelihood of conversion. It runs on top of the storefront, not in place of it.
Read definitionGlossary Category
Conversion & Analytics
7 terms
AI Product Recommendations
AI product recommendations are item suggestions chosen by a model based on a shopper's context: their query, their browsing, their past orders, and other shoppers' behaviour. They appear on home pages, product pages, carts, and inside chat, and they typically combine collaborative filtering with semantic search.
Read definitionPersonalized Product Recommendations
Personalized product recommendations are suggestions tailored to one shopper based on their behaviour, profile, and context. Unlike generic best-seller lists, they change per visitor. They typically draw on browsing history, past orders, location, device, and any chat or survey signals the merchant has captured.
Read definitionAI Upsell
AI upsell is the use of a model to recommend a higher-priced or higher-margin variant of what the shopper is already considering. Unlike fixed upsell rules, an AI upsell picks the suggestion per shopper and per cart, which means it shows up only when there is a defensible reason to upgrade.
Read definitionCross-Sell
Cross-sell is the practice of recommending related items alongside the shopper's current selection. A shopper buying a camera is offered a memory card and a case. Unlike upsell, cross-sell does not replace the original item; it complements it. AI cross-sell uses purchase patterns and product embeddings to choose which complement.
Read definitionAverage Order Value (AOV)
Average order value (AOV) is the average amount a shopper spends per order, calculated as total revenue divided by number of orders over a period. It is one of the three primary levers in ecommerce alongside conversion rate and traffic. Common ways to lift AOV are upsells, cross-sells, bundles, and free-shipping thresholds.
Read definitionConversion Rate Optimization (CRO)
Conversion rate optimization (CRO) is the practice of improving the share of visitors who complete a desired action, such as purchase, signup, or subscription. On Shopify, CRO usually focuses on product page, cart, and checkout. It combines analytics, user research, and structured experimentation.
Read definitionCustomer Journey
A customer journey is the full sequence of touchpoints a shopper experiences with a brand, from first awareness through purchase, post-purchase, and repeat buying. Mapping the journey reveals friction points, gaps in messaging, and moments where a small intervention changes outcomes. Shopify stores often map journeys per acquisition channel.
Read definitionGlossary Category
AI Search & Discovery
4 terms
Google AI Overviews
Google AI Overviews are AI-generated summaries that appear at the top of some Google search results. They synthesise information from multiple websites into a single answer, often with citation links. For Shopify merchants, Overviews can deliver visibility on commercial queries without a click, so structured data and clear product copy matter more than ever.
Read definitionRAG for Ecommerce
RAG (retrieval-augmented generation) for ecommerce is a pattern where an AI system retrieves relevant product data, policies, and customer context from a search index, then passes those documents to a large language model to generate the reply. RAG keeps replies grounded in real catalog data instead of model guesses.
Read definitionVector Search for Products
Vector search for products is a technique where product titles, descriptions, and attributes are turned into numeric embeddings and stored in a vector database. Shopper queries are embedded the same way, and the system returns products closest to the query in the embedding space. It catches semantic matches that keyword search misses.
Read definitionAnswer Engine Optimization (AEO)
Answer Engine Optimization (AEO) is the practice of structuring content so it is cited or quoted by AI answer engines such as ChatGPT, Perplexity, and Google AI Overviews. It overlaps with traditional SEO but emphasises clear, direct answers, structured data, and authority signals that LLMs actually use when synthesising replies.
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