Shopify AI Agent Glossary

An e-commerce industry acronym referring to customer inquiries inquiring about shipping status, location, and estimated delivery dates.

WISMO inquiries typically represent 40% to 60% of all incoming support volume for e-commerce brands. In modern Shopify setups, an AI agent eliminates manual WISMO tickets by querying Shopify fulfillment data and carrier APIs (such as Shiprocket or Delhivery) to return live delivery milestones instantly.

A failed delivery scenario where a dispatched parcel cannot be delivered to the customer and is shipped back to the seller's warehouse.

RTO is a critical challenge in Indian e-commerce, where Cash on Delivery (COD) orders frequently suffer 20% to 35% return rates due to fake orders, impulsive cancellations, or unreachable addresses. AI verification agents reduce RTO by confirming buyer intent on WhatsApp before orders are dispatched.

The percentage of incoming customer service inquiries resolved by an AI agent without requiring human staff involvement.

A healthy e-commerce deflection rate ranges from 60% to 80% for tier-1 inquiries (order lookups, return windows, sizing questions, store hours). Inquiries requiring subjective judgment or manager authorization are escalated to human agents.

An AI architecture that grounds large language models in private, verified company documents to prevent hallucinations.

Instead of relying on general model knowledge, RAG indexes a Shopify store's exact return policy, size charts, and shipping terms into a vector database. When a customer asks a question, the agent retrieves the relevant factual passage first and generates an answer strictly based on that source.

The capability of an LLM agent to interact with external APIs, databases, and software tools to execute real business actions.

Rather than merely outputting text, a tool-calling AI agent can execute operations such as: querying the Shopify Admin API for order details, checking warehouse inventory counts, updating order tags to 'COD_VERIFIED', or generating a payment link.

The automated transition of a conversation from the AI agent to a human customer support representative.

Handoff occurs when customer sentiment turns frustrated, the query falls outside verified policies, or the shopper explicitly requests human assistance. The agent packages the complete conversation transcript and customer context into an internal ticket (e.g. Gorgias, Zendesk, or Slack) to prevent the customer from repeating themselves.

The process of authenticating buyer intent and address accuracy for Cash on Delivery orders prior to fulfillment.

Automated COD verification sends an immediate two-way WhatsApp message upon checkout asking the buyer to confirm the purchase and verify their delivery address. Buyers can also be offered a small discount to convert the COD order into prepaid via Razorpay or UPI.

The synchronization of carrier tracking numbers between courier aggregators and the Shopify fulfillment record.

When a parcel is manifested in Shiprocket or Delhivery, an AWB is assigned. An AI order tracking agent reads this AWB from Shopify Admin and calls courier tracking webhooks to provide live checkpoint updates (e.g., 'Out for delivery in Pune').

Shopify's primary server-side API used by custom apps to securely query and manipulate store data.

xFlow agents connect via private custom Shopify Apps using scoped GraphQL queries (`read_orders`, `read_products`, `read_fulfillments`). Unlike legacy REST APIs, GraphQL allows precise querying of specific data fields, minimizing server latency and token consumption.

Using two-way messaging (such as WhatsApp) to address buyer objections and recover stalled checkouts.

Unlike static automated email sequences that blast generic coupons, conversational cart recovery asks the shopper why they hesitated, answers specific questions regarding sizing or delivery dates, and sends a direct pre-filled checkout link.