Shopify Sunsets AI Knowledge Base App; Merges It Into Merchant Admin

Shopify will retire its standalone Knowledge Base app on January 15, 2027, and has already replaced it with a knowledge base built directly into Merchant Admin, according to the company's October 26 Changelog. The new page feeds AI shopping agents with non-product store information such as Return Policy, Shipping Times and Brand Values, located under Sales channels > Agentic > Knowledge base.

The change matters because the knowledge base is not a private settings page. Each store's published knowledge base is "publicly available through the Storefront MCP," Shopify states, which means AI apps such as the Shop app and third-party platforms can query it. Some data, including Store Policies and Contact Info, publishes automatically when created. Admin defaults expose store policies and contact details to agents before any merchant visits the page.

What does the new knowledge base contain?

Shopify sorts store information into ten categories. These include returns and warranty, payment options, delivery and fulfillment, and second-hand purchases. The "Additional Facts" category holds anything a merchant adds manually. Every other category pulls from a storefront scan, an Admin setting, or manual input.

Shopify runs regular storefront scans. When a scan surfaces new information, the merchant receives it as a suggested update to approve or reject. Scans miss changes sometimes. A merchant can request a rescan, but Shopify warns it may take up to 48 hours.

Custom storefronts and stores on the Agentic plan can add only additional facts. Password-protected storefronts cannot be scanned at all, so their knowledge bases display admin data only.

Takeaway: the knowledge base mixes scanned, imported and hand-written facts, and merchants control which go live.

What publishes by default?

Scan-derived information stays unpublished until the merchant publishes it. The Changelog states that nothing Shopify writes reaches an AI agent before publication. Stores that never used the old app need to take no action.

The Help Center adds a wrinkle. Facts associated with the admin publish as soon as Shopify creates them. Merchants can publish or unpublish everything at once, a full category, or a single field.

Shopify documents a capacity limit, but the two documents disagree on its scope. The Help Center caps the page at 1,000 facts total, combining generated facts and merchant-written facts. The Changelog describes the limit as 1,000 additional facts. Shopify has not reconciled the discrepancy publicly.

Takeaway: nothing scan-generated auto-publishes, but admin-created facts do, and the 1,000-fact ceiling is defined inconsistently.

What must app users do before January 15, 2027?

Merchants with more than 1,000 facts in the old app did not have their facts transferred. Shopify says these larger retailers must re-enter any facts they want to keep before January 15, 2027. The company sent email notifications directly to affected merchants.

Smaller retailers face no task. Every fact they entered or edited in the app moved to the new database automatically and published.

Takeaway: large catalogs migrate by hand; small ones migrated and published themselves.

How well does this actually answer buyers?

The evidence is thin. Bill Hunt tested 122 Shopify stores in August and September for a Search Engine Journal article published October 14. Of the 88 stores whose policy tool he queried, only two returned a usable answer about canceling an order. That is a 2.3 percent success rate on a common buyer question.

Hunt identified a structural gap: the knowledge base has no dedicated category for cancellations. His workaround is to add missing policy terms as additional facts. He also recommends testing the policy tool with real buyer questions, a check that does not depend on the old app's query log.

That query log, which recorded customer queries to AI assistants, which agent responded, and whether it answered, lives in the app's metrics page. The new knowledge base Help page does not list a record of customer questions. The Managing agentic storefronts page tracks sales, orders, sessions and conversions by AI channel, plus a product search preview, but no question history either.

Takeaway: merchants lose query-level visibility in the transition, and tested accuracy on cancellation questions was near zero.

Does a better knowledge base mean more AI visibility?

Shopify's own documentation says no. The Help page for the older app states it improves the accuracy of AI-generated responses about a store. It does not affect how often the store appears in AI platform results. Merchants hoping the knowledge base doubles as an AI ranking lever should calibrate expectations accordingly.

What happens next with the Storefront MCP?

Shopify's developer resources mark the Storefront MCP tool for policies and FAQs as deprecated, though it still functions. Developers are directed to Ask MCP instead. Its ask_business tool answers buyer questions using a store's knowledge base and policies. Shopify describes Ask in its documentation as a "draft" capability and warns that availability may vary across stores.

A deprecated protocol with no firm shutdown date, plus a replacement still labeled draft, leaves merchants and developers building on shifting ground. Watch for Ask MCP's graduation from draft status, a clarified fact limit, and whether question-level logging returns before the January 15, 2027 deadline forces the last manual migrations.