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Shopify AI chatbot and shopping assistant

Connect Shopify to a guided shopping layer.

WardrobeIt connects approved Shopify catalog data with conversational product discovery, merchant-grounded answers, valid variant selection, complete looks, cart actions, and native checkout continuation.

Connect Your Shopify Store Book a Shopify Integration Demo
  • Catalog synchronized Products, collections, variants, prices, images, and applicable availability.
  • Storefront embedded Responsive assistant installed through the supported Shopify theme snippet.
  • Shopify remains in control Final cart validation, checkout, payment, tax, shipping, and fulfillment stay native.

Shopify integration architecture

Four connected layers. One controlled shopping journey.

WardrobeIt operates between the connected Shopify catalog and the shopper-facing experience. Product retrieval stays merchant-specific, while Shopify remains the final authority for commerce.

Layer 01

S
Shopify Commerce Products, collections, options, variants, pricing, images, status, and applicable availability.
Shopify commerce catalog product for architecture layer 01
  • Catalog dataMerchant-owned source
  • Cart and checkoutNative Shopify authority
  • Variant identifiersValid combinations only
  • Order eventsConnection-dependent

Layer 02

AI
WardrobeIt Intelligence Intent understanding, clarification, catalog search, match explanations, Q&A, comparison, alternatives, and complete looks.
Catalog product for WardrobeIt intelligence architecture layer 02
  • Natural-language intentOccasion, style, budget, size
  • Catalog-only recommendationsNo external product leakage
  • Merchant KnowledgeFit, policies, care, store help
  • GuardrailsNo invented product truth

Layer 03

UI
Storefront Experience Responsive assistant, product cards, page-aware guidance, Q&A, supported try-on, variants, and cart actions.
Storefront product imagery for architecture layer 03
  • Theme snippetSupported storefront embed
  • Page awarenessHomepage, product, collection
  • Shopper controlsCompare, replace, remove, select
  • Native checkout continuationNo payment inside assistant

Layer 04

M
Merchant Control Connection status, catalog health, merchant keys, knowledge, usage, supported analytics, and troubleshooting.
Merchant catalog product for architecture layer 04
  • Store connectionShop domain and approved token
  • Catalog healthReadiness and sync review
  • Merchant API keysMasked and scoped
  • Outcome reportingDefinitions and boundaries

Connect and synchronize

Prepare Shopify for accurate AI-guided shopping.

The current connection uses a merchant-created Shopify custom app Admin API token. It is not an App Store or OAuth flow.

  1. Connect the Shopify store

    Enter the shop domain and approved Admin API token inside the merchant workspace.

  2. Approve required access

    Use only the permissions required for the supported catalog and shopper experience.

  3. Import products and collections

    Build the merchant-specific catalog used for product discovery and recommendations.

  4. Synchronize variants and pricing

    Map product options, current prices, compare-at prices, and applicable availability.

  5. Review catalog readiness

    Surface missing descriptions, images, variants, pricing, or information requiring review.

  6. Test and activate

    Validate discovery, Q&A, variants, cart actions, mobile behavior, and the theme implementation.

Related: Theme Embed · Catalog Sync · Connect Shopify

Store Connection & Sync Center

Connection health, catalog coverage, and readiness review

Demo store data
Connection Shopify · Connected

your-store.myshopify.com

Connection health Ready
  • API
  • Webhooks
  • Auth
Widget installation Installed

Theme snippet active

Sync overview Demo catalog values

  • —Products synced
  • —Variants ready
  • —Inventory synced
  • SampleReadiness

Catalog readiness stays merchant-owned and reviewable before publish.

Products missing images Review
Products missing size data Review
Theme Embed / Script Installation Script installed

Webhook-driven data alignment

Manage product truth once, in Shopify.

WardrobeIt processes supported product changes and keeps the merchant-specific catalog aligned. Processing time can vary, so public copy should use current synchronized availability rather than a zero-delay promise.

Product created

Import supported title, description, images, prices, options, variants, and availability.

Event receivedProcessing
Inventory changed

Update the applicable availability used for recommendations and supported cart paths.

Variant checkedCurrent
Product archived

Suppress the product from new purchase-ready recommendations after processing.

Catalog stateUnavailable
Merchant product profile

Shopify remains the editing source. WardrobeIt uses the latest processed product state.

  • Black
  • Medium
  • Current price
  • Available
Product updated

Refresh changed descriptions, imagery, pricing, collections, and supported attributes.

Profile refreshedSynced
Variant changed

Refresh current options, valid combinations, variant pricing, and selectable states.

Option mappedSynced
Sync error detected

Show a merchant-safe recovery route without exposing secrets, payloads, or internal traces.

Action requiredReview

Shopify storefront deployment

Add guided shopping without rebuilding the storefront.

Create a WardrobeIt merchant key, copy the approved theme snippet, install it in the required theme location, and test the complete shopper journey before launch.

Related: Shopify Theme Embed · Shopify Catalog Sync

Shopify theme snippet Merchant key masked 
<script src="wardrobeit.js"
  data-merchant-key="••••••••••"
  data-context="shopify-theme"></script>
Shopping Assistant Ask about fit, styling, or availability
Launch review

Theme behavior is implementation-specific. Validate the assistant in the real store environment.

  • Launcher position and visibility
  • Homepage, product, and collection context
  • Mobile viewport and touch targets
  • Product, variant, and cart actions
  • Existing apps and custom scripts

From guidance to Shopify cart

Turn a natural-language need into a valid cart action.

WardrobeIt preserves product context across discovery, questions, alternatives, complete looks, variant selection, and cart confirmation while Shopify remains the final commerce authority.

  1. Discover Interpret shopper intent
  2. Recommend Return merchant products
  3. Clarify Answer and compare
  4. Configure Confirm valid variant
  5. Add Build Shopify cart
  6. Continue Native checkout path
Product confidence assistant
Variant confirmation

Present current supported options and prevent invalid combinations before the cart action.

  • Champagne
  • Medium
  • Quantity 1
Alternative without silent substitution

Explain why the original option is unavailable, then let the shopper choose a merchant-approved replacement.

  • Another color
  • Similar product
Cart confirmed

The selected Shopify variant is added through the supported flow. The shopper then continues to the merchant’s cart or checkout.

  • View Cart
  • Continue Shopping

Shopify analytics and attribution

Measure participation clearly. Prove causality separately.

WardrobeIt can record supported assistant, product, and cart events. Order and revenue outcomes require the necessary connection data and a documented attribution rule.

Supported assisted-shopping journey

Sample event model
  • Conversation started Assistant
  • Product recommended Product
  • Variant selected Commerce
  • Added to cart Current where instrumented
  • Purchase completed Connection-dependent
  • Product question answered
  • Recommendation clicked
  • Complete Look opened
  • Try-on completed
  • Cart-add outcome

Level 01

Participation

WardrobeIt appeared in the journey.

No commercial credit is implied.

Level 02

Assisted

A qualifying interaction preceded a cart or order outcome.

Requires a documented event and time window.

Level 03

Attributed

The merchant’s model assigns credit.

Model choice and feature overlap must be defined.

Level 04

Incremental

The outcome would not have happened otherwise.

Requires controlled testing or another suitable causal method.

Controls, security, and reliability

Protect merchant credentials, catalog boundaries, and product truth.

The live interface should expose only verified controls and merchant-safe states. Secrets, private payloads, internal traces, and unsupported compliance claims stay out of public UI.

  • Credential discipline

    Mask Shopify tokens and WardrobeIt keys after creation.

    Protected
  • Per-store catalog separation

    Every request stays scoped to the connected merchant workspace.

    Scoped
  • Product and variant validation

    Do not invent products, prices, variants, availability, or policies.

    Validated
  • Webhook verification

    Use the supported verification path without exposing implementation secrets.

    Verified
  • Rate and request controls

    Apply current per-key, per-visitor, payload, and concurrency safeguards.

    Guarded
Merchant Control Catalog, keys, permissions, guardrails
Shopify Admin API token

Submitted through the approved merchant connection flow.

shpat_••••••••••
WardrobeIt merchant key

Used by the approved storefront snippet and never shown in full after creation.

wit_live_••••••••
Catalog boundary

No competitor products, external marketplaces, or cross-merchant retrieval.

Shopify remains final authority

Checkout, pricing, taxes, shipping, payment, fulfillment, and refunds stay native.

Shopify integration FAQs

What merchants need to know before connecting.

The current integration is Shopify-first, custom-app based, theme-embedded, and merchant-controlled.

Book a Shopify Integration Demo
Does WardrobeIt integrate with Shopify?

Yes. Shopify is WardrobeIt’s current primary ecommerce-platform integration. Merchants connect through a shop domain and approved custom app Admin API token, then install the assistant through the supported theme snippet.

Is WardrobeIt available in the Shopify App Store?

Not currently. The present setup does not use App Store distribution, OAuth, or one-click installation.

What Shopify data can WardrobeIt synchronize?

Supported information may include products, descriptions, collections, types, variants, sizes, colors, options, current pricing, compare-at pricing where available, images, product status, and applicable inventory information.

Does WardrobeIt provide real-time inventory sync?

WardrobeIt uses webhook-driven updates and manual resynchronization. Public claims should use current synchronized availability rather than a universal zero-delay guarantee.

Does WardrobeIt replace Shopify checkout?

No. WardrobeIt supports product guidance, valid variant selection, and cart actions, then continues the shopper into the merchant’s existing Shopify cart and checkout.

Can WardrobeIt track Shopify purchases and revenue?

Supported internal assistant and cart outcomes can be tracked. Purchases, assisted orders, and assisted revenue require the necessary order data and documented attribution rules. Participation is not proof of incremental impact.

Does the integration work with every Shopify theme?

No universal compatibility promise should be made. Theme loading, placement, cart behavior, existing apps, scripts, accessibility, and mobile behavior must be tested in the merchant’s real environment.

Shopify-first guided shopping

Add WardrobeIt without replacing the storefront or checkout.

Connect the merchant catalog, install the supported assistant, configure Merchant Knowledge, validate product and cart journeys, and bring conversational shopping into the existing Shopify experience.

Connect Your Shopify Store Book a Shopify Integration Demo

Related: Theme Embed · Catalog Sync · Connect Shopify help

Shopify
WardrobeIt Guided shopping layer