# Shopify Moves Its AI Agent Knowledge Base Into Merchant Admin > Source: > Published: 2026-10-31 19:15:30+00:00 Shopify has moved its AI agent knowledge base from a standalone Knowledge Base app into Merchant Admin. The change consolidates information that can inform AI agent responses about a store, but it also introduces a January 15, 2027 deadline for the old app, default publishing for some admin data, and a limit of 1,000 additional facts per store. For merchants, the migration is not simply an interface change. Store knowledge can be queried through Storefront MCP, making the [accuracy, completeness and publishing status](https://blog.geosearchleads.com/ai-visibility-tool-seo-agencies/) of that information relevant to how AI applications represent a business. According to [Shopify’s October 26, 2026 changelog announcement](https://changelog.shopify.com/posts/knowledge-base-is-now-available-in-your-admin), the knowledge base is now located in **Sales channels > Agentic > Knowledge base** in Merchant Admin. The previous standalone Knowledge Base app is scheduled for retirement on January 15, 2027. Shopify is moving both facts merchants drafted in the old app and certain data derived from storefront scans into the new admin-based experience. The migration has two important distinctions: That difference matters because an AI-readable knowledge source is only as dependable as the information it contains. Admin data may be immediately available after migration, while scan-derived material still needs an explicit decision from the merchant. The new knowledge base supports up to **1,000 additional facts** for each store. This is a cap on facts added beyond information already held in the admin, rather than a stated limit on all store data. For stores with fewer than 1,000 transferred facts, Shopify says previously entered facts are moved automatically and published. Stores with more than 1,000 facts need to manually add back the information they want to retain before the standalone app is retired. | Store situation | Migration outcome | Merchant consideration | |---|---|---| | Fewer than 1,000 transferred facts | Existing facts are automatically moved and published. | Review the transferred content for accuracy and currency. | | More than 1,000 facts | Merchants must manually re-add the data they want to keep. | Prioritize the facts most useful for customer and agent questions before January 15, 2027. | | Data from storefront scans | Publishing remains a merchant decision. | Check generated information before making it available to agents. | Shopify’s [Knowledge base Help Center guidance](https://help.shopify.com/en/manual/promoting-marketing/knowledge-base) provides the publishing framework for this information. The practical task is not to fill all available fact slots. It is to preserve a concise, maintained set of details that accurately answers likely questions about the store, its policies, products and customer contact options. Shopify states that the knowledge base is publicly accessible through Storefront MCP. That enables AI apps, including the Shop app and third-party applications, to query store knowledge when generating responses. This does not mean a published fact guarantees that a store will be cited, recommended or surfaced in every AI answer. Individual AI products can use different retrieval methods, ranking systems and response policies. It does mean merchants have a more direct place to manage information that may be available to agentic experiences built around Shopify store data. The migration also makes publication governance more important. If policies, contact information or other admin data are inaccurate, the default publishing behavior can make outdated information available to AI agents. Conversely, correct and clearly maintained data can reduce ambiguity around foundational store details. For ecommerce SEO teams, this should complement rather than replace established work on [accessible product pages, clear policy content, accurate structured data and crawlable storefronts](https://blog.geosearchleads.com/e-e-a-t-score-website-trust-signals/). Shopify’s knowledge base is a platform-specific source of agent-accessible information. It is not evidence that conventional search indexing or organic ranking signals no longer matter. The knowledge base has been publicly accessible through Storefront MCP, but Shopify’s late-2026 tooling describes Storefront MCP as deprecated in favor of Ask MCP. That signals a change in the mechanism through which merchant AI agents may retrieve and serve store information. Merchants should therefore avoid treating the current integration label as the enduring strategy. The more durable priority is maintaining accurate source information in Merchant Admin and following Shopify’s documentation as its agent tooling changes. The location of the knowledge base and its publishing controls are the immediate operational concerns, regardless of the retrieval layer an application uses next. Before the old app’s retirement date, merchants and agencies can take several evidence-based steps: The key is editorial discipline. Short, specific and verifiable statements are likely easier to maintain than duplicated promotional copy or expansive claims that quickly become stale. If your Shopify store is preparing information for AI-driven discovery, GEO Search Leads can help you [assess where your website’s content may need clearer, more accessible signals for generative search](https://blog.geosearchleads.com/geo-lead-generation-tool-seo-agencies/). A review can help focus attention on practical optimization opportunities alongside Shopify’s new knowledge-base controls. [Create a GEO Search Leads account](https://app.geosearchleads.com/pages/register) to begin assessing your site’s GEO readiness. **When will Shopify retire the standalone Knowledge Base app?** Shopify plans to retire the standalone Knowledge Base app on January 15, 2027. Merchants with more than 1,000 transferred facts need to manually re-add the data they want to retain before that date. **Where is Shopify’s new knowledge base located?** It is available in Merchant Admin under Sales channels > Agentic > Knowledge base. **What information is published by default in the new Shopify knowledge base?** Shopify says data published from the admin, including store policies and contact details, is published by default. Information generated from storefront scans remains subject to merchant review and publishing decisions. **Does publication in Shopify’s knowledge base guarantee AI visibility?** No. Public accessibility through Shopify’s agent tooling can make store knowledge available for querying, but it does not guarantee citations, recommendations, rankings or inclusion in any particular AI response. **What is the 1,000-fact limit?** The new knowledge base supports up to 1,000 additional facts for each store, beyond information already in the admin. Stores with more than 1,000 transferred facts must manually re-add the information they want to keep. Shopify’s migration makes Merchant Admin the central place to manage store information for its AI agent ecosystem. With default publication for some admin data and a fixed limit on additional facts, merchants should treat the January 2027 transition as a content-governance task: verify what moves, review what is exposed and preserve the information that best represents the store.