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Klevu AI Search & Discovery review

Consider Klevu when search and product discovery are enterprise-level revenue levers.

A good fit if

Large catalogues

Think twice if

Small stores without search volume or dedicated merchandising ownership

Setup estimate
Confirm before starting
Pricing checked

What you can use it for

  • Search relevance
  • Collection filters
  • Merchandising rules
Product details, capabilities and integrations

Klevu AI Search & Discovery provides search relevance, collection filters, merchandising rules for Shopify stores.

How much does Klevu AI Search & Discovery cost?

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 .Check current official pricing ↗

Work out your monthly and yearly app costs, including usage fees and setup.

What should you compare it with?

See all site search and filtering options →

Getting started with Klevu AI Search & Discovery

What you need before installing

Have these ready

  • Clean product attributes and taxonomy

Decisions to make first

  • Whether the first launch needs search relevance or whether it can wait
  • Whether the first launch needs collection filters or whether it can wait
  • Whether the first launch needs merchandising rules or whether it can wait
Open the detailed setup guide (5 steps)
Audit top searches, zero-result queries, filter usage and merchandising requirements.

Record the current setup, the problem Klevu AI Search & Discovery must solve, the owner and the starting result. Complete audit top searches, zero-result queries, filter usage and merchandising requirements. in a test or controlled environment before changing the live journey.

Configure synonyms, ranking rules, filters and collection behaviour in Klevu AI Search & Discovery.

Complete configure synonyms, ranking rules, filters and collection behaviour in klevu ai search & discovery. using only the settings needed for the agreed use case. Document the choice, owner and rollback route before moving to the next stage.

Test theme integration, mobile usability and catalogue edge cases.

Complete test theme integration, mobile usability and catalogue edge cases. using only the settings needed for the agreed use case. Document the choice, owner and rollback route before moving to the next stage.

Launch to a controlled traffic or catalogue segment where possible.

Complete launch to a controlled traffic or catalogue segment where possible. using only the settings needed for the agreed use case. Document the choice, owner and rollback route before moving to the next stage.

Measure search conversion, zero-result rate, product discovery and revenue per search session.

Complete measure search conversion, zero-result rate, product discovery and revenue per search session., then run the full customer and operational journey on mobile and desktop. Record every exception and resolve serious failures before launch.

How to use and review it after launch

once

Save the approved Klevu AI Search & Discovery brief, settings, owners and starting results.

Why: A clear baseline makes later value and troubleshooting easier to judge.

Track: Approved brief, configuration record and baseline

Supporting guidance ↗

weekly

Review search conversion rate and zero-result search rate against the starting point. Investigate material changes rather than reacting to every fluctuation.

Why: A short regular review catches customer and problems for your team before they become normal.

Track: Search conversion rate

monthly

Compare the value created with the full cost of Klevu AI Search & Discovery, including team time, discounts, support demand and connected tools.

Why: Revenue or activity inside an app is not the same as incremental profit or customer value.

Track: Monthly keep, improve or remove decision

event driven

Re-test Klevu AI Search & Discovery after theme, checkout, catalogue, consent, integration or workflow changes.

Why: Search tools cannot compensate for incomplete catalogue attributes.

Track: Passed end-to-end regression check

Supporting guidance ↗
How to decide whether it is working

Check that the app still works after changes to your theme, checkout or connected tools. Review the result you installed it for, alongside its cost.

  • Search conversion rate
  • Zero-result search rate
  • Revenue per search user

Keep it if it solves a real problem. Simplify or remove it if the extra cost and work are not worthwhile.

Things to check before installing

  • Small stores without search volume or dedicated merchandising ownership
  • Custom pricing and implementation overhead make it unsuitable for speculative adoption.
More limitations and common mistakes
  • Search tools cannot compensate for incomplete catalogue attributes.

Common questions

How much work does Klevu AI Search & Discovery take to set up?

Confirm before starting is the current planning guide. Before installing it, confirm clean product attributes and taxonomy, then test the complete customer and operational journey.

What should I measure after launching Klevu AI Search & Discovery?

Start with search conversion rate, zero-result search rate, revenue per search user. Compare those measures with the pre-launch baseline and include app cost and operating time.

What should I check before installing Klevu AI Search & Discovery?

Confirm clean product attributes and taxonomy. Do not launch until the owner and a measurable reason for the app are clear.

When should I avoid Klevu AI Search & Discovery?

Small stores without search volume or dedicated merchandising ownership

What alternatives to Klevu AI Search & Discovery should I compare?

Compare Boost AI Search for a lower-complexity route.. Shortlist by the specific job, total cost, integrations and ongoing work rather than feature count alone.

Sources and how we put this guide together

This is a research-based guide, not a claim that we have personally tested every feature. Prices and product availability can change.

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