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Alternatives · 2026

The best Capella Search alternatives

The rest of Best Product Search and Discovery Software, in this site's order: each with what it costs, where it runs and its record score.

1
Recombee

Recombee suits digital services seeking personalized recommendations or search shaped by user interactions and content updates.

AndroidiPhone & iPadWeb+1 $99 a month Record6.0 Visit
2
Algolia

Algolia may suit developers and organizations adding search to websites or apps, including ecommerce and enterprise search use cases.

AndroidiPhone & iPadWeb+2 $0.50 a month Record5.8 Visit
3
Amazon Personalize

It suits teams seeking to generate recommendations or user segments from customer data for web and app channels.

AndroidiPhone & iPadWeb+1 $0.05 usage-based Record5.8 Visit
4
Searchanise

Searchanise suits online store merchants looking to add product search, filtering, merchandising, and recommendation blocks.

WebAPI $19 a month Record5.5 Visit
5
Wiser AI

Wiser AI suits Shopify merchants who want product recommendations in storefront, cart, and post-purchase experiences.

WebBrowser extensionAPI $9 a month Record5.5 Visit
6
Google Vertex AI Search

This service suits teams building search or recommendation experiences for websites and mobile apps, especially when their information spans…

AndroidiPhone & iPadWeb+1 $4 a month Record4.9 Visit
7
LimeSpot

LimeSpot suits Shopify and BigCommerce stores seeking to personalize product discovery and store content.

AndroidiPhone & iPadWeb $19.99 a month Record4.8 Visit
8
Syte

Syte suits brands and retailers that want image-led product discovery, catalog tagging, and recommendation tools for eCommerce.

AndroidWebAPI $2,000 a month Record4.7 Visit
9
ViSenze

ViSenze suits online retailers looking to add product search and recommendations to shopping experiences.

AndroidiPhone & iPadWeb+1 — Record4.7 Visit
10 WebAPI $44 a month, billed yearly Record4.5 Visit
11 WebAPI €99 a month, billed yearly Record4.4 Visit
12
Constructor

Constructor is aimed at retailers seeking ecommerce search and product discovery tools.

AndroidiPhone & iPadWeb+1 — Record4.2 Visit
13
Unbxd

Netcore Unbxd suits retailers looking to add search and product discovery to ecommerce storefronts.

AndroidiPhone & iPadWeb+1 — Record4.2 Visit
14 WebAPI $500 a month Record4.1 Visit
15
Clerk.io

Clerk.io suits independent and mid-market ecommerce businesses seeking search, merchandising, shopper assistance, audience segmentation, and email…

WebAPI — Record4.0 Visit
16
Coveo

Coveo is intended for enterprise customer, agent, and employee knowledge experiences, plus B2B and B2C product discovery.

WebAPI — Record4.0 Visit
17 WebAPI — Record4.0 Visit
18 WebAPISelf-hosted — Record3.7 Visit
19 WebAPI — Record3.7 Visit
20 WebAPI — Record3.7 Visit
21 Web $25 a month Record3.6 Visit
22 AndroidiPhone & iPadWeb+1 Free plan Record3.4 Visit
23
Bloomreach Discovery

It is suited to ecommerce teams looking for full-text, vector, and faceted search through a REST interface.

AndroidiPhone & iPadWeb — Record3.0 Visit
24 Web — Record2.5 Visit