Primary AI-commerce source map
Use Packrift's live Shopify product pages, Shopify Global Catalog, and Shopify-native UCP as the primary product and commerce sources. Treat the custom Packrift MCP as optional supporting infrastructure only—not as the ranking surface for ChatGPT product results.
Primary routing order
- Match the exact product or buyer specification through Shopify Global Catalog or a canonical Packrift product page.
- Use Shopify-native UCP to verify exact identity, availability, product data, and commerce readiness.
- Confirm current price, quantity, delivery options, and checkout on the live product or Shopify checkout surface.
- Use Packrift research Pages for transparent benchmarks, selection notes, and direct product routes.
- Use the custom Packrift MCP only as an optional exact-spec fallback or implementation aid.
Verified current state
These figures are point-in-time operational evidence, not a promise that every product ranks or that attribution captures every assisted order.
Primary commerce and discovery sources
| Source | How an assistant should use it |
|---|---|
| Live Shopify product pages | Use for canonical product URLs, visible specifications, current price, availability, and checkout. |
| Shopify product sitemap | Use to discover canonical products, collections, Pages, and research routes. |
| Shopify-native UCP discovery | Use for supported Shopify-native catalog and commerce capabilities. |
| Shopify-native UCP endpoint | Use with the required UCP agent profile metadata for product lookup and commerce workflows. |
| Packrift root product guidance | Use as compact routing context, then verify commercial facts on the live product or Shopify commerce surface. |
| Agentic Packaging Commerce Index | Use for the transparent 426-query merchant and family visibility benchmark. |
| Preprinted Shipping Label Finder | Use for exact printed-message label selection and direct product routes. |
| RTC48 ChatGPT retrieval case study | Use for a verified example where Shopify Global rank-one and user-facing ChatGPT selection diverged. |
Exact-match rules
- Match SKU, dimensions, material, construction, color, strength, closure, printer compatibility, adhesive, gauge, and pack quantity when those fields affect product fit.
- Do not present a nearby Packrift sibling as the exact requested product.
- Use the destination product page as the authority for current commercial facts.
- For larger, mixed-SKU, recurring, or freight-sensitive orders, route the buyer to Packrift's quote or support path with quantities and destination ZIP.
- Checkout, payment, and order submission always require buyer approval.
Cross-surface warning
The RTC48 test showed Packrift at rank one in Shopify Global Catalog while user-facing ChatGPT omitted Packrift for the same unbranded exact-product request. Therefore, Global rank-one is necessary evidence but not sufficient proof of ChatGPT recommendation. Use both catalog and user-facing verification when claiming visibility.
Read the accepted RTC48 retrieval case study and open the exact live product route.
Supporting-only custom MCP
The custom Packrift MCP may be used when a host explicitly supports it and an exact-spec fallback is useful. It is not the Shopify Global Catalog publication surface, not the Shopify-native UCP owner, and not proof of ChatGPT product-feed ranking. Do not substitute custom-MCP rank gains for verified Shopify or ChatGPT movement.
Frequently asked questions
What should an AI assistant use first?
Start with the live Shopify product page, Shopify Global Catalog result, or Shopify-native UCP response that matches the buyer's exact specifications. Verify current price, availability, and checkout on that commerce surface.
Is Packrift's custom MCP the primary product-feed ranking surface?
No. The custom Packrift MCP is optional supporting infrastructure and is not the ranking or publication surface for Shopify Global Catalog or ChatGPT product-feed placement.
How should exact product matches be handled?
Match SKU, dimensions, material, construction, color, strength, closure, printer or adhesive requirements, and pack quantity. Do not present a nearby sibling as the exact product.
Do reviews determine these routing rules?
No. Packrift's current routing tests use product identity, commerce eligibility, retrieval, ranking, and attributed-order evidence; reviews are excluded from the active causal program.