Product Search and Discovery Software

Product Search and Discovery

What is Product Search and Discovery Software?

Specialist platform that enhances e-commerce search and product discovery beyond what commerce platforms natively provide. Helps shoppers find relevant products faster, recovers revenue from failed searches, and gives merchandisers control over what appears and how it rank, driving lift in conversion, average order value, and search-led revenue.

Common Features

  • Results Ranking
  • Text Analysis
  • Data Source Connectors
  • Faceted Search
  • Content Ingestion
  • Full-Text Search
  • API Integration
  • Auto-Completion and Predictive Text
  • Visual Search
  • AI/Machine Learning
  • Search Analytics
  • Query Rules
  • Merchandising Controls
  • Zero-Result Handling

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Top Product Search and Discovery Software 2026

Product scores listed below represent current data. This may be different from data contained in reports and awards, which express data as of their publication date.

Luigi's Box

Luigi's Box

Composite Score
8.5 /10
CX Score
8.4 /10

Luigi’s Box e-commerce product search and discovery suite was designed to provide customers with an impeccable shopping experience. Choose from five Luigi's Box products - Search with Autocomplete, Recommender, Product listing, Shopping Assistant, and Analytics.

Pros

  • Helps Innovate
  • Reliable
  • Performance Enhancing
  • Enables Productivity
Algolia

Algolia

Composite Score
7.8 /10
CX Score
7.5 /10

Algolia provides a leading API platform for Search and Dynamic experiences that to create fast, relevant search and discovery. Algolia achieves this with an API-first approach enabling developers and business teams to surface relevant content that enhance online engagement, increase conversion rates, and enrich lifetime value. More than 11,000 companies rely on Algolia to manage over 1.5 trillion search queries a year. Algolia’s HQ is in San Francisco. To learn more, visit www.algolia.com.

Pros

  • Reliable
  • Enables Productivity
  • Performance Enhancing
  • Inspires Innovation

Cons

  • Vendor's Interest First
  • Less Generous
Bridgeline Digital

HawkSearch

Composite Score
7.8 /10
CX Score
7.9 /10

HawkSearch is a feature rich, results based, leading search engine product that consistently provides a relevant, personalized search experience for everyone. Our cutting edge technology offers powerful tools for marketers, merchandisers and developers alike. Hawksearch can help you greatly increase conversion rates and help turn visitors into loyal customers.

Pros

  • Trustworthy
  • Respectful
  • Fair
  • Acts with Integrity
Coveo Solutions Inc.

Coveo Relevance Cloud

Composite Score
7.6 /10
CX Score
7.7 /10

Coveo's AI-powered search delivers the relevant experiences people expect in the new digital economy. Its SaaS-native, multi-tenant platform injects AI-powered search, recommendations, and personalization solutions into digital experiences, including workplace, ecommerce, service and website. Coveo Relevance Platform powers relevant interactions for hundreds of the world’s most innovative brands and is supported by a large network of global system integrators and implementation partners.

Pros

  • Efficient Service
  • Respectful
  • Security Protects
  • Trustworthy
Composite Score
7.4 /10
CX Score
7.2 /10

Yext (NYSE: YEXT) helps organizations answer every question about their business. Yext's Answers Platform collects and organizes content into a Knowledge Graph, then leverages a complementary set of products — including Listings, Pages, Reviews, and Search — to deliver relevant, actionable answers wherever customers, employees, and partners look for information. For over 15 years, thousands of companies worldwide have trusted Yext to create seamless content-driven experiences at scale across search engines, websites, mobile apps, and hundreds of other digital touchpoints. Learn more at yext.com.

Pros

  • Saves Time
  • Security Protects
  • Continually Improving Product
  • Performance Enhancing

Products below are ineligible for awards due to insufficient recent reviews

AddSearch Oy

AddSearch

Composite Score
6.9 /10
CX Score
7.2 /10

AddSearch is a lightning fast, accurate and customizable Site Search engine with a Search API. AddSearch works on all devices and is easy to install, customize and tweak. As content is getting scattered around multiple SaaS platforms and subdomains, AddSearch brings it back to your corporate website quickly and effortlessly.

Pros

  • Caring
  • Respectful
  • Saves Time
  • Security Protects
Composite Score
6.9 /10
CX Score
7.2 /10

Swiftype helps you sell more, get the right answer to more people on your platform and surface relevant content for your readers and followers.

Pros

  • Saves Time
  • Respectful
  • Fair
  • Includes Product Enhancements

Capture and use behavioral signals to surface results that are increasingly relevant to a customer or employee’s intent.

Pros

  • Fair
  • Acts with Integrity
  • Respectful
  • Reliable

Cons

  • Wastes Time
  • Inhibits Innovation
  • Less Generous
SEMKNOX GmbH

Site Search 360

Composite Score
6.4 /10
CX Score
6.2 /10

Site Search 360 is a simple way to add a search field (on-site search) to your website or app. Our engine lets your visitors search your content quickly and accurately. After the indexing is complete, you can try out searching your content right from the search bar in your Control Panel, so that you can see if further fine-tuning is necessary:

Pros

  • Effective Service
  • Performance Enhancing
  • Reliable
  • Enables Productivity

Cons

  • Less Friendly Negotiation
  • Slower Product Innovation
  • Under Delivered
Apache Software Foundation

Apache Solr

Composite Score
6.2 /10
CX Score
6.0 /10

Solr is a standalone enterprise search server with a REST-like API. You put documents in it (called "indexing") via JSON, XML, CSV or binary over HTTP. You query it via HTTP GET and receive JSON, XML, CSV or binary results. Powered by Lucene, Solr enables powerful matching capabilities including phrases, wildcards, joins, grouping and much more across any data type

Pros

  • Respectful
  • Reliable
  • Acts with Integrity
  • Helps Innovate

Cons

  • Under Delivered
  • Less Effective Service
  • Less Generous