Algolia may suit developers and organizations adding search to websites or apps, including ecommerce and enterprise search use cases.
Free plan Free trial From $0.50 a month AndroidiPhone & iPadWebBrowser extensionAPI
Best AI Search and Discovery Platforms Software 2026
Every product here is ranked by Samsung Mobile US Press's record score: what its maker publishes about it, where it runs (Android first), whether it is free to try, and how recently the facts were read.
02
Pinecone
Pinecone suits teams building AI applications that need semantic search, recommendations, or retrieval-augmented generation.
WebMacLinux+1 Record5.8 Visit
03
Vespa
Vespa is intended for teams building AI applications where search quality, ranking, fresh real-time data, or increasing retrieval traffic matter.
WebWindowsMac+3 Record5.8 Visit
04
Meilisearch
Meilisearch suits developers building search into websites or applications, from e-commerce and SaaS to media, knowledge bases, and enterprise use cases.
WebWindowsMac+3 Record5.6 Visit
05
Weaviate
Weaviate suits developers building search, RAG, or agent systems who need a hosted or self-managed database.
WebLinuxAPI+1 Record5.2 Visit
6
Qdrant
WebWindowsMac+3 Free plan Record5.0 Visit Qdrant suits developers building semantic search or recommendation systems who need vector storage, metadata filtering or hybrid retrieval.
7
Google Vertex AI Search
AndroidiPhone & iPadWeb+1 $4 a month Record4.9 Visit This service suits teams building search or recommendation experiences for websites and mobile apps, especially when their information spans structured and unstructured…
9
Amazon Kendra
WebAPI $30 a month Record4.8 Visit Amazon Kendra suits organizations building searchable websites or applications over connected enterprise content.
10
OpenSearch
WebWindowsMac+3 Free plan Record4.8 Visit OpenSearch suits teams building search, observability, or security analytics applications, particularly those that need flexible deployment or want to modify and embed…
11
Syte
AndroidWebAPI $2,000 a month Record4.7 Visit Syte suits brands and retailers that want image-led product discovery, catalog tagging, and recommendation tools for eCommerce.
14
Milvus
LinuxAPISelf-hosted Free plan Record4.5 Visit Milvus suits developers and teams building vector search into GenAI applications, with deployment options ranging from local use to Kubernetes clusters.
15
Constructor
AndroidiPhone & iPadWeb+1 — Record4.2 Visit Constructor is aimed at retailers seeking ecommerce search and product discovery tools.
16
Unbxd
AndroidiPhone & iPadWeb+1 — Record4.2 Visit Netcore Unbxd suits retailers looking to add search and product discovery to ecommerce storefronts.
18
Coveo
WebAPI — Record4.0 Visit Coveo is intended for enterprise customer, agent, and employee knowledge experiences, plus B2B and B2C product discovery.
20
Elastic Cloud Enterprise
WebLinuxAPI+1 — Record3.9 Visit ECE suits organizations managing Elasticsearch deployments across teams or locations, including those hosting sensitive data internally or reusing on-premises…
22
LupaSearch
WebAPI — Record3.7 Visit It suits ecommerce businesses, including boutique, enterprise, and B2B retailers, that need configurable search and product discovery.
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