- CatalogSynced
- VariantsMapped
- Theme embedInstalled
Ecommerce AI Integrations
Connect WardrobeIt with the systems already powering your store.
Bring approved catalog data, storefront deployment, merchant controls, and supported outcome reporting into one merchant-controlled AI shopping experience.
- Current
- Planned
- Future
- Connection-dependent
Merchant Portal
Connected integration stack
- WooCommercePlanned
- Custom ecommercePost-launch
- Lifecycle · Support · GA4Future
Status Clarity
Know what is current, what is planned, and what remains future-facing.
Every integration card uses a visible status label so roadmap direction never looks like a live production connection.
Current
Included in WardrobeIt’s current product scope and safe to present as available.
Explore integrationPlanned
Confirmed for later implementation, but not currently available as a production connection.
Join early accessFuture
Strategic direction without a production-ready connection or fixed technical promise.
Request integrationConnection-dependent
Available only when merchant systems, permissions, instrumentation, and active setup support it.
Book a demoEcommerce and storefront
Current foundation + planned expansion
Shopify
Connect approved products, variants, prices, collections, images, and applicable availability through the Shopify-first connection model.
Shopify Theme Embed
Install the shopper assistant in the merchant’s Shopify theme through the approved snippet and Merchant API key.
WooCommerce
Future catalog, variation, cart, checkout, and supported commerce connectivity for WooCommerce and WordPress stores.
Custom Ecommerce
Future catalog feeds, JavaScript deployment, APIs, cart mapping, authentication, and event connections for custom storefronts.
Merchant Portal
Manage Shopify connection, synchronization status, catalog health, Merchant Knowledge, API keys, and internal outcomes.
Cart and Checkout Events
Supported cart and checkout activity depends on the merchant’s active setup, theme behavior, and event instrumentation.
Current Foundation
Shopify is the current commerce platform connection.
Connect the store, synchronize the catalog, create a Merchant API key, install the approved theme snippet, and validate shopper actions before launch.
Merchant Portal · Integrations
Shopify Connection
- Shop domainaria-studio.myshopify.com
- Admin API tokenApproved
- Connection statusConnected
- Store healthHealthy
Initial catalog synchronization
Import supported products, collections, variants, prices, images, and applicable availability.
- ProductsSynced
- CollectionsSynced
- VariantsMapped
- PricesCurrent
- ImagesImported
- AvailabilityApplicable
- Last product update4 min ago
- Manual resyncAvailable
Catalog health
Check product count, active catalog, missing content, images, and synchronization status.
- Product count2,184 synced
- Active catalogCurrent
- Missing contentReview
- Images12 missing
- Synchronization statusGood
Merchant API Key
Used by the approved storefront snippet. Shown once at creation.
wai_live_••••••••••••
Rotate key
Use a masked key in documentation and keep production credentials out of frontend code.
Supported storefront actions
Test discovery, Product Q&A, variants, supported try-on, add-to-cart, and checkout continuation.
Launch review
Verify product accuracy, assistant behavior, cart actions, Merchant Knowledge, and rollback path.
- Product accuracyVerified
- Assistant behaviorVerified
- Cart actionsValidated
- Merchant KnowledgeReady
- Rollback pathReady
Catalog and Data Flow
Keep shopper guidance connected with current merchant information.
WardrobeIt scopes every query and product action to the applicable merchant catalog. It does not search competitor inventory or recommend products from another store.
From approved store connection to a merchant-specific shopping experience
Supported catalog data, Merchant Knowledge, storefront context, and valid commerce actions move through one controlled flow.
-
1
Store Connection
Shop domain, approved token, permissions, and Merchant API credentials.
Merchant-controlled -
2
Catalog Import
Products, collections, descriptions, images, and active catalog review.
Supported Shopify data -
3
Variants and Pricing
Sizes, colors, combinations, current price, compare-at price, and applicable inventory.
Accuracy boundary -
4
Discovery Preparation
Titles, descriptions, categories, attributes, price, images, and approved merchant context.
Catalog-only retrieval -
5
Knowledge and Rules
Store policies, sizing, approved terminology, Product Q&A, and merchant boundaries.
Merchant Knowledge -
6
Shopper Assistant
Discovery, recommendations, Product Q&A, valid variants, supported try-on, and cart actions.
Current storefront use
Current data boundary
WardrobeIt uses merchant-specific product data and approved knowledge. It does not scrape marketplaces, search the open web, or mix catalogs between stores.
Update path
Webhook-driven changes help reflect supported Shopify updates. Merchants can also trigger a manual resynchronization when required.
Roadmap Integrations
See what comes next without confusing roadmap with current product.
Planned and future integration cards remain visibly distinct from the current Shopify foundation.
WooCommerce
Future support for product data, variations, prices, stock information, cart actions, and supported commerce context.
- WordPress ecommerce catalog
- Variation and availability mapping
- Cart and checkout context
- Early-access requirements
Custom Ecommerce and JavaScript
Future catalog feeds, JavaScript deployment, APIs, cart mapping, authentication, and event connections.
- Proprietary storefront discovery
- Approved catalog feed
- Custom cart action mapping
- Technical discovery and review
Lifecycle, Support, Analytics, and External AI
Strategic connections for Klaviyo, Gorgias, GA4, marketing analytics, helpdesks, and external AI commerce.
- Consented lifecycle activation
- Human support context transfer
- Approved external event sharing
- Merchant-controlled AI channels
Measurement and Control
Manage integrations without losing product or data control.
The Merchant Portal separates current operational controls from roadmap concepts and keeps measurement definitions explicit.
Merchant Portal
Integration control center
Connection Management
Store domain, approved token, status, synchronization, catalog health, resync, and troubleshooting route.
API Key Lifecycle
Create, view once, copy approved snippet, store securely, rotate, revoke, and keep environments separate.
Data Boundaries
Per-store catalog separation, catalog-only recommendations, Merchant Knowledge, and valid product actions.
Security Scope
Rate limits, payload validation, webhook HMAC verification, standardized errors, and supported image moderation.
wai_live_••••••••••••
Rotate key
- CreateMerchant-controlled
- View onceCopy immediately
- Approved snippetTheme embed only
- Store securelyNo frontend secrets
- RotateAvailable
- RevokeImmediate
Per-store catalog
Every query and product action stays scoped to the merchant’s own catalog. Stores are not mixed.
Catalog-only recommendations
WardrobeIt does not search competitor inventory, scrape marketplaces, or recommend another store’s products.
Merchant Knowledge
Approved policies, sizing, terminology, Product Q&A, and merchant boundaries stay under merchant control.
Valid product actions
Discovery, variants, supported try-on, and cart actions stay limited to current, valid catalog items.
- Assistant event
- A supported interaction inside WardrobeIt.
- Product engagement
- A shopper action involving a merchant product.
- Cart outcome
- A supported cart action connected with a valid product or variant.
- Assisted order
- A completed order linked to a qualifying WardrobeIt interaction under documented rules.
- Attributed revenue
- Revenue credit assigned under a stated attribution model.
- Incremental revenue
- Revenue that would not have occurred without WardrobeIt, requiring causal measurement.
Assisted or attributed revenue should never be presented as proven incremental revenue.
Frequently Asked Questions
What merchants need to know before connecting WardrobeIt.
Clear answers about current Shopify support, data synchronization, security boundaries, implementation, and future integrations.
- Shopify is clearly labelled current.
- Roadmap integrations never use live states.
- Credentials remain masked and merchant-controlled.
- Internal outcomes remain separate from external attribution.
What ecommerce integrations does WardrobeIt currently support?
WardrobeIt currently follows a Shopify-first integration model, including Shopify custom app token connection, catalog synchronization, webhook-driven updates, manual resync, theme snippet installation, Merchant API keys, catalog health, Merchant Knowledge, and internal usage analytics. Other platforms remain planned or future.
How do I connect WardrobeIt to Shopify?
Connect through the merchant’s Shopify shop domain and custom app Admin API token, then run catalog synchronization, create a Merchant API key, install the approved theme snippet, and complete launch review in the Merchant Portal.
What data does WardrobeIt synchronize from Shopify?
Supported Shopify catalog data includes products, collections, variants, prices, images, and applicable availability. WardrobeIt scopes every query and product action to the merchant’s own catalog and does not mix catalogs between stores.
How long does a WardrobeIt integration take?
Timing depends on store readiness, catalog quality, theme access, and merchant review. The current path covers connection, sync, catalog health, API key creation, snippet validation, and launch review rather than a fixed calendar promise.
Can WardrobeIt integrate with Gorgias, Klaviyo, or GA4?
Those connections remain strategic direction, not current production integrations. Lifecycle, support, analytics, and external AI channels stay labeled Future and do not appear as live states.
Does WardrobeIt support custom or headless stores?
Custom ecommerce and JavaScript routes are post-launch direction. There is no public SDK today. Proprietary storefronts require technical discovery and review before implementation can begin.
Does WardrobeIt send events to external analytics platforms?
Current reporting focuses on internal usage and assisted outcomes inside the Merchant Portal. Approved external event sharing remains future and is not presented as a live production connection.
Add WardrobeIt to Your Stack
Connect the current Shopify foundation and plan confidently for what comes next.
Connect your catalog, install the storefront assistant, configure Merchant Knowledge, review internal outcomes, and keep every roadmap connection grounded in merchant control.
Shopify · Theme Embed · API Keys · Catalog Sync · Merchant Portal
WooCommerce · Custom ecommerce foundation
Klaviyo · Gorgias · GA4 · External AI channels