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Common decisions

Shopify app comparison

Shopify Search & Discovery vs Klevu AI Search & Discovery

Choose Shopify Search & Discovery when Small and medium catalogues. Choose Klevu AI Search & Discovery when Large catalogues. Choose neither if your current setup already does enough or the expected improvement would not justify the extra cost and work.

Neither yet?

Wait if the site search and filtering problem is still occasional, your current setup already handles it or your team does not have time to use either app well.

See the simpler starting point →

The differences that matter

Swipe the table to see both apps →

What to checkShopify Search & DiscoveryKlevu AI Search & Discovery
What you getSearch relevance, Collection filters, Merchandising rulesSearch relevance, Collection filters, Merchandising rules
Important limitationAdvanced search relevance and enterprise merchandising controls are limited.Custom pricing and implementation overhead make it unsuitable for speculative adoption.

Shopify Search & Discovery is the stronger fit when:

  • Small and medium catalogues
  • Merchants needing basic filters and search controls
  • It should remain the default baseline until catalogue size, search behaviour or merchandising needs justify a paid platform.

Klevu AI Search & Discovery is the stronger fit when:

  • Large catalogues
  • International or multi-store search programmes
  • Enterprise merchandising teams

What will you actually pay?

Shopify Search & Discovery

Free

The app is free. Check Shopify theme compatibility and native search limitations before adding a paid alternative.

Pricing checked 2026-09-07Check official pricing ↗

Klevu AI Search & Discovery

From USD 649/month

Site Search starts at $649/month. Recommendations ($449/month) and merchandising ($549/month) are add-ons, not cheaper standalone search plans.

Pricing checked 2026-09-07Check official pricing ↗

Calculate the cost at your order volume →

You might not need either yet

Wait if the site search and filtering problem is still occasional, your current setup already handles it or your team does not have time to use either app well.

  • Large catalogues needing AI relevance, complex merchandising or detailed search analytics
  • Small stores without search volume or dedicated merchandising ownership
  • The problem is still occasional, your current setup already handles it or neither app would create enough value to justify the extra cost and work.

Ready to set it up?

Start with one useful feature and test the customer journey before switching on more.

Set up Shopify Search & Discovery

Use Shopify Search & Discovery for a controlled first use case and expand only after the result is proven.

  1. Audit top searches, zero-result queries, filter usage and merchandising requirements.
  2. Configure synonyms, ranking rules, filters and collection behaviour in Shopify Search & Discovery.
  3. Test theme integration, mobile usability and catalogue edge cases.
  4. Launch to a controlled traffic or catalogue segment where possible.

Set up Klevu AI Search & Discovery

Use Klevu AI Search & Discovery for a controlled first use case and expand only after the result is proven.

  1. Audit top searches, zero-result queries, filter usage and merchandising requirements.
  2. Configure synonyms, ranking rules, filters and collection behaviour in Klevu AI Search & Discovery.
  3. Test theme integration, mobile usability and catalogue edge cases.
  4. Launch to a controlled traffic or catalogue segment where possible.
Checks that apply to either app
  • The complete customer and operational journey works on mobile and desktop.
  • Required Shopify data and integrations update once and in the intended place.
  • A person responsible can resolve common failures without unsafe access or manual workarounds.
  • The measured value is compared with software cost, team time and new support demand.

Common questions

Is Shopify Search & Discovery better than Klevu AI Search & Discovery?

Not automatically. Shopify Search & Discovery is the better fit when small and medium catalogues. Klevu AI Search & Discovery is the better fit when large catalogues.

Which is easier to set up: Shopify Search & Discovery or Klevu AI Search & Discovery?

Shopify Search & Discovery is currently classed as light setup, while Klevu AI Search & Discovery is confirm before starting. The real effort depends on your data, integrations, theme and the number of workflows you enable.

How should I test Shopify Search & Discovery against Klevu AI Search & Discovery before committing?

Choose one real customer journey and one measurable outcome. Complete the same checks for both options, including the complete customer and operational journey works on mobile and desktop. and required shopify data and integrations update once and in the intended place., then compare the result and the work your team had to do.

What should I measure after choosing Shopify Search & Discovery or Klevu AI Search & Discovery?

Record the current result before launch, then measure the customer outcome the app is meant to improve alongside app cost, support demand, errors and the time required to run it. Keep the app only when the total value is clear.

Can I switch between Shopify Search & Discovery and Klevu AI Search & Discovery later?

Usually, but switching can affect settings, customer data, theme placements, integrations and reporting. Export what you can, document the current setup and test the replacement before removing the original app.

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Sources and independence

Based on official app listings and vendor documentation, not a claim of hands-on testing of every feature. Affiliate relationships do not decide which app we recommend.

Read our methodology