Shopify Knowledge Base: What Changed in 2026 and How to Control What AI Says About Your Store

The Shopify Knowledge Base app retires January 15, 2027. Where the knowledge base lives now, what changed, and how to audit what AI says about your store.

Shopify Knowledge Base App: Control What AI Says About Your Store - SOLO MEDIA GROUP
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Last updated November 6, 2026.

The Shopify Knowledge Base app is being retired. On October 26, 2026, Shopify moved the knowledge base into the admin, and the standalone app will no longer be available after January 15, 2027. The knowledge base is where you control the store facts AI shopping agents use: returns, shipping, contact details and more. This guide covers what changed, what to do before the deadline, and how to audit what AI says about your store.

What happened to the Shopify Knowledge Base app?

Shopify replaced it with a knowledge base built into the admin. As of its October 26, 2026 changelog, the knowledge base lives at Sales channels, then Agentic, then Knowledge base. The standalone Knowledge Base app will no longer be available after January 15, 2027, and it can no longer be installed from the App Store.

Shopify's changelog announcement describes the new knowledge base as a single page where you review, edit and publish the facts AI agents get about your store, such as contact details and gift services.

If you never used the old app, nothing is required. The knowledge base is already in your admin, with facts drafted from your storefront and unpublished until you publish them.

What does the Shopify knowledge base do?

It holds the non-product facts AI shopping agents use to answer questions about your store: returns, shipping times, contact details, gift services and brand values. Shopify drafts these facts from your published storefront pages, links each one to its source page, and keeps them unpublished until you approve them. Facts linked to your admin, such as store policies and contact details, are published automatically.

Two things set the knowledge base apart from a normal FAQ page:

  • It's written for AI agents, not shown as a storefront FAQ. If you want a customer-facing FAQ page, you build that separately in your theme.
  • Every fact traces back to a page. When a drafted fact is wrong, the source page is usually wrong too, so fix the page as well as the fact.

Product details live elsewhere. Titles, descriptions, variants and attributes reach AI channels through Shopify Catalog and your product data, as our guide to LLM SEO for Shopify explains. The knowledge base covers everything about the store itself.

Where do AI agents see knowledge base facts?

Through the Storefront MCP. Shopify's Help Center says a published knowledge base is publicly available there and can be used by the Shop app and third-party AI channels. Shopify's agentic storefront channels include ChatGPT, Google AI Mode and Gemini, and Microsoft Copilot, with Meta also covered.

Every Shopify store exposes a public MCP endpoint at /api/mcp, with a tool AI agents use to look up store policies and FAQs. That's why accuracy matters so much: an agent asked about returns can answer straight from your published facts.

Shopify's agentic storefront settings sit in the same place, under Sales channels, then Agentic. Our guide to LLM SEO for Shopify covers how Agentic Storefronts and the Shopify ChatGPT integration work more broadly.

What do you need to do before January 15, 2027?

It depends on whether you used the old app and how many facts it held. Stores with fewer than 1,000 facts had their written and edited facts moved and published. Stores with more than 1,000 didn't, and must re-add what they want to keep. Stores that never used the app have nothing to migrate.

Your situation What Shopify did What you should do
Used the old app, under 1,000 facts Moved the facts you wrote or edited, and published them Review them in the new page, and unpublish anything outdated
Used the old app, over 1,000 facts Didn't move your facts, and emailed you Re-add the facts you want to keep before January 15, 2027
Never used the app Drafted facts from your storefront, unpublished Review the drafts and publish the accurate ones

Sources: Shopify's changelog and Help Center, as reported by Search Engine Journal and others, October and November 2026. Put January 15, 2027 in your calendar now.

What changed between the old app and the new knowledge base?

The biggest change is control. In the old app, Shopify generated answers from your settings and they were live by default; you could override them but not delete them. In the new admin page, Shopify drafts facts from your published pages, each linked to its source, and nothing it drafts reaches agents until you publish it. Facts linked to your admin, such as store policies and contact details, are published automatically.

Old Knowledge Base app New knowledge base in admin
Where it lives A separate app Sales channels, then Agentic, then Knowledge base
Where facts come from Your store settings and policies Your published storefront pages, with source links
When facts go live Generated answers were live by default Nothing drafted is live until you publish it; policies and contact details publish automatically
Removing a fact Override generated answers; delete only your own Unpublish any fact at any time
Capacity Not a headline limit Up to 1,000 additional facts
Buyer questions Query log and top unanswered questions Not listed on the new page, as reported
Availability Ends January 15, 2027 Available now in the admin

Sources: Shopify's changelog (October 26, 2026); Shopify's Help Center and earlier app documentation, as reported by Search Engine Journal and others. "Not listed, as reported" means coverage of the new page found no customer-question log; check your own admin.

Reviews of the old app often complained that generated answers were wrong, and that its questions stayed in English even on stores with another default language. The publish-first approach addresses the first complaint, because nothing Shopify drafts goes live without your approval.

How do you audit your Shopify knowledge base?

Open the knowledge base in your admin, read every drafted fact against its source page, correct the source where it's wrong, then publish only facts you'd stand behind. Add facts for questions your customers ask that the drafts miss, and re-check after any policy, shipping or fulfillment change.

  1. Open the page. In your admin, go to Sales channels, then Agentic, then Knowledge base.
  2. Read every draft against its source link before publishing anything. Look for outdated, wrong, or technically true but misleading facts.
  3. Fix the source page too. Because facts are drafted from your published pages, a wrong fact usually means a wrong page.
  4. Publish only what's accurate. Unpublish anything you're unsure about until it's fixed.
  5. Add missing facts. Use your support inbox, live chat, product reviews and sales questions to find what buyers ask that the drafts don't cover.
  6. Test it. Ask ChatGPT, Google's AI Mode and Copilot about your returns and shipping, and compare the answers with your published facts.
  7. Re-check quarterly, and immediately after any change to returns, shipping regions, pricing or fulfillment.

Step two is the one that matters most. Some facts are published by default, including store policies, contact details and facts migrated from the old app, so assume nothing.

How should you write knowledge base facts for AI agents?

One clear fact per entry, written so it makes sense on its own. Lead with the fact, include any exception in the same entry, use specific numbers and place names, and leave out marketing language. Remember that published facts are public through the Storefront MCP, so write them as you'd want buyers to read them.

  • Make each fact self-contained. An agent may retrieve one fact, not the whole set. "As mentioned above" is useless out of context.
  • Lead with the fact. "Returns are accepted within 30 days of delivery" beats "We want you to love your purchase."
  • Put exceptions in the same entry. If final-sale items can't be returned, say so alongside the return window, or an agent may promise something you don't honor.
  • Use numbers and named places. Days, dollar thresholds and countries are easy for agents to quote correctly.
  • Skip marketing language. This is a facts layer; persuasion makes it less likely to be used cleanly.

What doesn't the Shopify knowledge base do?

It doesn't make your store appear more often in AI answers; Shopify has said it improves accuracy, not visibility. It can't draft facts from a password-protected store. Custom storefronts and stores on the Agentic plan can only add extra facts. And the new page holds up to 1,000 additional facts.

Shopify's agentic storefronts page does show sales, orders, sessions and conversions by AI channel, along with a product search preview, so you can measure AI channels even though the knowledge base page itself doesn't list buyer questions.

For the hard limits Shopify sets elsewhere, see our guide to Shopify's disadvantages.

How is the knowledge base different from your product data?

The knowledge base covers store-level facts such as returns, shipping, contact details and services. Product data covers item-level facts such as titles, descriptions, variants and specifications. An AI agent often uses both in one answer, so fixing one and ignoring the other leaves half the answer wrong.

A buyer asking "will this ship to Ontario before Christmas, and does it come in a wide fit?" pulls from your knowledge base and your product record at the same time. Our Shopify AI data readiness checklist covers the product side.

Who can help audit your AI-facing store data?

Anyone who knows your policies can audit the knowledge base. The harder part is connecting it to your storefront pages, product data and AI search presence, which spans technical SEO, merchandising and operations. That's why it often falls through the gaps inside a team.

We handle it as part of our Shopify SEO agency work, and as a standard step for the subscription stores we set up, where cancellation and billing questions are the ones agents get asked most. Solo Media Group is a Shopify Platinum Partner, rated 5.0 from 38 reviews on the Shopify Partner Directory and 4.9 from 48 on Clutch.

Frequently asked questions

Is the Shopify Knowledge Base app being discontinued?

Yes. Shopify moved the knowledge base into the admin on October 26, 2026, and the standalone Knowledge Base app will no longer be available after January 15, 2027. Shopify's Help Center says the app can no longer be installed from the App Store.

Where is the knowledge base in the Shopify admin?

Go to Sales channels, then Agentic, then Knowledge base. It's a single page where you review, edit and publish the facts AI agents get about your store.

Is the Shopify knowledge base free?

Shopify's announcement and Help Center don't list a price or plan requirement for the knowledge base. Check your own admin under Sales channels, then Agentic.

Do knowledge base facts show on my storefront?

Not as a storefront FAQ page. They're served to AI agents. But a published knowledge base is publicly available through the Storefront MCP, so treat every published fact as public brand copy.

Which AI platforms use the Shopify knowledge base?

Shopify's Help Center describes the published knowledge base as available to the Shop app and third-party AI channels through the Storefront MCP. Shopify's agentic storefront channels include ChatGPT, Google AI Mode and Gemini, and Microsoft Copilot, with Meta also covered.

Will the knowledge base make my store appear more often in AI answers?

Shopify has said the knowledge base improves the accuracy of AI answers about your store, not how often your store appears. Visibility depends on your product data and wider AI search presence.

How many facts can the Shopify knowledge base hold?

Up to 1,000 additional facts. Stores that had more than 1,000 facts in the old app didn't have them moved, and need to re-add the ones they want to keep before January 15, 2027.

Can a password-protected store use the knowledge base?

Only partly. Shopify can't scan a password-protected storefront, so it can't draft facts from your pages. You can still add facts yourself.

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