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AI Tools

Best AI Search and Discovery Platforms Software in 2026

  1. 01 Algolia

    Algolia may suit developers building site, ecommerce, or enterprise search who want API access and libraries for several frameworks and platforms.

    From $0.50/mo Free plan Web · iOS · Android · API
    9.5 Visit Specs
  2. 02 Pinecone

    Pinecone suits developers building semantic search, recommendations or retrieval-augmented generation applications.

    From $20/mo Free plan Web · macOS · Linux · API
    8.7 Visit Specs
  3. 03 Vespa

    Vespa is for teams building AI applications where search quality, ranking, fresh real-time data, or growing retrieval traffic matter.

    Free plan Open source Web · Windows · macOS · Linux
    8.7 Visit Specs
  4. 04 Azure AI Speech
    Free plan Web · API · Self-hosted
    8.5 Visit Specs
  5. 05 AddSearch
    From $119/mo Free trial Web · API
    8.3 Visit Specs
  6. 06 Constructor

    Constructor is aimed at retailers seeking ecommerce product search and discovery, with dedicated B2B and retail-sector solutions.

    Web · iOS · Android · API
    8.3 Visit Specs
  7. 07 Meilisearch

    Meilisearch suits developers adding search to a website or application who want a choice between self-hosting and cloud service.

    From $20/mo Free plan Web · Windows · macOS · Linux
    8.3 Visit Specs
  8. 08 Amazon Kendra

    It suits organizations building managed enterprise search across connected business content.

    From $0.32/mo Free trial Web · API
    8.2 Visit Specs
  9. 09 Milvus

    Milvus suits developers building vector search for GenAI applications, from local experiments to Kubernetes systems.

    Free plan Linux · API · Self-hosted
    8.1 Visit Specs
  10. 10 Doofinder
    From $3.67/mo Free trial Web · API
    8.0 Visit Specs
  11. 11 Google Vertex AI Search
    From $1.50/mo Free trial Web · iOS · Android · API
    8.0 Visit Specs
  12. 12 Weaviate

    Weaviate is infrastructure for developers building search, RAG or agent systems, with hosted and self-managed deployment options.

    From $45/mo Free plan Web · Linux · API · Self-hosted
    8.0 Visit Specs
  13. 13 Coveo

    Coveo is aimed at enterprises serving customers, agents, employees, and B2B or B2C shoppers.

    Free trial Web · API
    7.8 Visit Specs
  14. 14 Qdrant

    Qdrant suits developers building semantic search or recommendation systems who need vector and metadata filtering or hybrid retrieval.

    Free plan Web · Windows · macOS · Linux
    7.8 Visit Specs
  15. 15 OpenSearch

    OpenSearch suits teams building search, observability, or security analytics applications across on-premises, hybrid, or multicloud deployments.

    Free plan Web · Windows · macOS · Linux
    7.7 Visit Specs
  16. 16 Luigi's Box
    Free trial Web · API
    7.6 Visit Specs
  17. 17 Elastic Cloud Enterprise
    Web · Linux · API · Self-hosted
    7.5 Visit Specs
  18. 18 HawkSearch
    From $500/mo Web · API
    7.5 Visit Specs
  19. 19 FactFinder
    Web · API
    7.3 Visit Specs
  20. 20 Syte
    From $2,000/mo Web · Android · API
    7.3 Visit Specs
  21. 21 LupaSearch
    Web · API
    7.2 Visit Specs
  22. 22 Marqo
    Web · API
    7.2 Visit Specs
  23. 23 Unbxd

    Unbxd is aimed at retailers seeking ecommerce search and product discovery, including teams managing multiple sites or B2B catalogs.

    Web · iOS · Android · API
    7.2 Visit Specs
  24. 24 Glean Agent Builder
    Web
    7.0 Visit Specs
  25. 25 Sinequa

    Sinequa is positioned for large, complex organizations and regulated enterprises needing controlled access to knowledge across many systems.

    Web · Self-hosted
    6.9 Visit Specs
How this list is ordered. Specifiction scores each tool on how fully its maker documents it, whether its prices are published, where the research puts it, the platforms it runs on and whether it can be tried for free (how we rank). Makers can also buy a numbered place (how Specifiction is paid for).

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