Public Enterprise Search brand benchmark

• Slug

  best-enterprise-ai-search-platform

  Text

  What are the best AI-powered enterprise search platforms for securely finding internal company knowledge?

  Intent

  recommendation

• Slug

  workplace-search-across-company-apps

  Text

  Recommend a workplace search platform that connects collaboration, document, ticketing, and CRM systems while preserving permissions.

  Intent

  recommendation

• Slug

  regulated-enterprise-knowledge-search

  Text

  Which enterprise knowledge-search platform is best for a regulated organization needing document-level access controls and audit trails?

  Intent

  recommendation

• Slug

  open-source-self-hosted-enterprise-search

  Text

  Recommend an open-source or self-hosted enterprise search platform for private retrieval-augmented generation.

  Intent

  recommendation

• Slug

  hybrid-retrieval-platform-at-scale

  Text

  Which developer platform is best for hybrid keyword and vector retrieval, semantic reranking, and high-scale search?

  Intent

  recommendation

• Slug

  managed-grounded-assistant-retrieval

  Text

  Recommend a managed retrieval service for building grounded enterprise assistants with citations and source provenance.

  Intent

  recommendation

• Slug

  enterprise-search-connectors-fresh-permissions

  Text

  Which enterprise search tools offer broad application connectors, fast content refresh, and permission-aware results?

  Intent

  recommendation

• Slug

  multilingual-global-enterprise-search

  Text

  What enterprise search platform should a global company evaluate for multilingual content, regional deployment, and access control?

  Intent

  recommendation

• Slug

  enterprise-search-buying-criteria

  Text

  Compare enterprise AI search platforms on connectors, relevance, permissions, governance, deployment options, and analytics.

  Intent

  commercial

• Slug

  rag-retrieval-accuracy-latency-cost

  Text

  How should buyers compare retrieval platforms for grounded AI on accuracy, latency, observability, and total cost?

  Intent

  commercial

• Slug

  private-cloud-enterprise-search

  Text

  Which enterprise search vendors support private-cloud or on-premises deployment, model flexibility, and customer-managed encryption?

  Intent

  commercial

• Slug

  enterprise-search-modernization-shortlist

  Text

  Create a vendor shortlist and proof-of-concept scorecard for modernizing enterprise search and knowledge retrieval.

  Intent

  commercial

enterprise-search-platforms

• Provider

  openai

  Configured Model

  openai/gpt-4o-mini

• Provider

  anthropic

  Configured Model

  anthropic/claude-haiku-4-5

• Provider

  gemini

  Configured Model

  google/gemini-2.5-flash

Cost Basis

Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.

Maximum Daily Billed Cost Usd

2.00

Maximum Daily Provider Calls

60

• This is one daily response per prompt/provider pair; model output can vary between runs.
• The fixed 12-prompt Enterprise Search category does not estimate general market share or brand awareness.
• Presence share and citation share are relative only to the reviewed 16-brand universe; untracked brands are excluded from those denominators.
• OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

Published Evidence

answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts

Full Provider Answers Published

No

Full Provider Answers Stored In Public Index

No

enterprise-search-platforms-2026-07-27

• Provider

  openai

  Board Slug

  enterprise-search-platforms-brand-openai-visibility

  Primary Metric Slug

  public-prompt-openai-brand-recommendation-presence

• Provider

  anthropic

  Board Slug

  enterprise-search-platforms-brand-anthropic-visibility

  Primary Metric Slug

  public-prompt-anthropic-brand-recommendation-presence

• Provider

  gemini

  Board Slug

  enterprise-search-platforms-brand-gemini-visibility

  Primary Metric Slug

  public-prompt-gemini-brand-recommendation-presence

4

• Name

  Glean

  Aliases

  • Glean
  • Glean Search

  Entity Slug

  glean

  Primary Domain

  glean.com

  Citation Domains

  • glean.com
  • docs.glean.com

  Case Sensitive Aliases

• Name

  Coveo

  Aliases

  • Coveo
  • Coveo Relevance Cloud

  Entity Slug

  coveo

  Primary Domain

  coveo.com

  Citation Domains

  • coveo.com
  • docs.coveo.com

  Case Sensitive Aliases

• Name

  Elastic Search AI

  Aliases

  • Elastic Search AI
  • Elasticsearch
  • Elastic

  Entity Slug

  elastic-search-ai

  Primary Domain

  elastic.co

  Citation Domains

  • elastic.co

  Case Sensitive Aliases

  • Elastic

• Name

  Algolia

  Aliases

  • Algolia
  • Algolia AI Search

  Entity Slug

  algolia

  Primary Domain

  algolia.com

  Citation Domains

  • algolia.com

  Case Sensitive Aliases

• Name

  Azure AI Search

  Aliases

  • Azure AI Search
  • Microsoft Azure AI Search

  Entity Slug

  azure-ai-search

  Primary Domain

  azure.microsoft.com

  Citation Domains

  • azure.microsoft.com
  • learn.microsoft.com

  Case Sensitive Aliases

• Name

  Vertex AI Search

  Aliases

  • Vertex AI Search
  • Google Vertex AI Search

  Entity Slug

  vertex-ai-search

  Primary Domain

  cloud.google.com

  Citation Domains

  • cloud.google.com

  Case Sensitive Aliases

• Name

  Amazon Kendra

  Aliases

  • Amazon Kendra
  • AWS Kendra
  • Kendra

  Entity Slug

  amazon-kendra

  Primary Domain

  aws.amazon.com

  Citation Domains

  • aws.amazon.com
  • docs.aws.amazon.com

  Case Sensitive Aliases

  • Kendra

• Name

  IBM watsonx Discovery

  Aliases

  • IBM watsonx Discovery
  • watsonx Discovery

  Entity Slug

  ibm-watsonx-discovery

  Primary Domain

  ibm.com

  Citation Domains

  • ibm.com

  Case Sensitive Aliases

• Name

  Lucidworks

  Aliases

  • Lucidworks
  • Lucidworks Fusion

  Entity Slug

  lucidworks

  Primary Domain

  lucidworks.com

  Citation Domains

  • lucidworks.com
  • doc.lucidworks.com

  Case Sensitive Aliases

• Name

  Sinequa

  Aliases

  • Sinequa
  • Sinequa Enterprise AI Search

  Entity Slug

  sinequa

  Primary Domain

  sinequa.com

  Citation Domains

  • sinequa.com

  Case Sensitive Aliases

• Name

  Guru

  Aliases

  • Guru
  • Guru Enterprise Search

  Entity Slug

  guru-enterprise-search

  Primary Domain

  getguru.com

  Citation Domains

  • getguru.com

  Case Sensitive Aliases

  • Guru

• Name

  GoSearch

  Aliases

  • GoSearch
  • GoSearch AI

  Entity Slug

  gosearch

  Primary Domain

  gosearch.ai

  Citation Domains

  • gosearch.ai

  Case Sensitive Aliases

• Name

  Onyx AI

  Aliases

  • Onyx AI
  • Onyx
  • Danswer

  Entity Slug

  onyx-ai

  Primary Domain

  onyx.app

  Citation Domains

  • onyx.app
  • docs.onyx.app

  Case Sensitive Aliases

  • Onyx

• Name

  Yext Search

  Aliases

  • Yext Search
  • Yext

  Entity Slug

  yext-search

  Primary Domain

  yext.com

  Citation Domains

  • yext.com

  Case Sensitive Aliases

• Name

  Vectara

  Aliases

  • Vectara

  Entity Slug

  vectara

  Primary Domain

  vectara.com

  Citation Domains

  • vectara.com
  • docs.vectara.com

  Case Sensitive Aliases

• Name

  deepset AI Platform

  Aliases

  • deepset AI Platform
  • deepset Cloud
  • deepset

  Entity Slug

  deepset-ai-platform

  Primary Domain

  deepset.ai

  Citation Domains

  • deepset.ai
  • docs.cloud.deepset.ai

  Case Sensitive Aliases

4-enterprise-search-platforms-2026-07-27-models-64232fd32583

Search

A common Rank.ai web-search tool is available to all three configured models.

Gateway

Rank.ai's configured OpenRouter-compatible gateway

Not Consumer Products

Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.

Prompt Count

12

Provider Count

3

Required Successful Runs

36

Confidence

A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.

Citation Share Denominator

Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.

Presence Share Denominator

The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.

Mention Coverage Denominator

36 answers: all 12 prompts multiplied by 3 configured providers.

Provider Citation Share Denominator

Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.

Recommendation Presence Denominator

24 answers: recommendation-intent prompts multiplied by 3 configured providers.

Provider Mention Coverage Denominator

12 prompts for the named configured model API provider.

Provider Recommendation Presence Denominator

8 recommendation-intent prompts for the named configured model API provider.

64232fd32583

Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.