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Enterprise search & RAG

Enterprise search prompt brand leaders

12 prompts ranked by how many of the three model APIs name the same leader.
Recorded Sep 15, 2026Rotating scheduleSource: Rank.ai's prompt benchmark: fixed buying questions put to the OpenAI, Anthropic and Google model APIs, with Rank.ai's web searchHow this board is measuredCSV / JSON

100.0%

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

Leading brand engine consensus

12

Prompts ranked

Sep 15

Snapshot recorded

2026 · Rotating schedule

3

Answers behind each row

From the OpenAI, Anthropic and Google model APIs

Follow changes

All 12 prompts by leading brand engine consensus

Which developer platform is best for hybrid keyword and vector retrieval, semantic reranking, and high-scale search? leads at 100.0%; the middle of the board sits at 66.7%.

Ahead of second place
0%
Held by the top three
38%
Middle of the board
66.7%
Below half the leader
4 of 12
Rank, name and leading brand engine consensusMiddle 66.7%
  1. 1Which developer platform is best for hybrid keyword and vector retrieval, semantic reranking, and high-scale search?100.0%
  2. 2Recommend an open-source or self-hosted enterprise search platform for private retrieval-augmented generation.100.0%
  3. 3What enterprise search platform should a global company evaluate for multilingual content, regional deployment, and access control?66.7%
  4. 4Compare enterprise AI search platforms on connectors, relevance, permissions, governance, deployment options, and analytics.66.7%
  5. 5Which enterprise search tools offer broad application connectors, fast content refresh, and permission-aware results?66.7%
  6. 6Create a vendor shortlist and proof-of-concept scorecard for modernizing enterprise search and knowledge retrieval.66.7%
  7. 7Recommend a workplace search platform that connects collaboration, document, ticketing, and CRM systems while preserving permissions.66.7%
  8. 8What are the best AI-powered enterprise search platforms for securely finding internal company knowledge?66.7%
  9. 9Which enterprise search vendors support private-cloud or on-premises deployment, model flexibility, and customer-managed encryption?33.3%
  10. 10Recommend a managed retrieval service for building grounded enterprise assistants with citations and source provenance.33.3%
  11. 11Which enterprise knowledge-search platform is best for a regulated organization needing document-level access controls and audit trails?33.3%
  12. 12How should buyers compare retrieval platforms for grounded AI on accuracy, latency, observability, and total cost?0.0%

The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.

leading brand owned citation coverage: 0 on 6 of 12 rows · 3 checks behind each row · 100% confidence across rows.

Enterprise search prompt brand leaders current rankings
RankNameLeading brand engine consensusPresence eventsCitation URLSDistinct reviewed brandsChangeWhy
01Which developer platform is best for hybrid keyword and vector retrieval, semantic reranking, and high-scale search?100.0%6143 4This rankRun it
02Recommend an open-source or self-hosted enterprise search platform for private retrieval-augmented generation.100.0%592 8This rankRun it
03What enterprise search platform should a global company evaluate for multilingual content, regional deployment, and access control?66.7%6135 4This rankRun it
04Compare enterprise AI search platforms on connectors, relevance, permissions, governance, deployment options, and analytics.66.7%10147 3This rankRun it
05Which enterprise search tools offer broad application connectors, fast content refresh, and permission-aware results?66.7%9126 3This rankRun it
06Create a vendor shortlist and proof-of-concept scorecard for modernizing enterprise search and knowledge retrieval.66.7%906 2This rankRun it
07Recommend a workplace search platform that connects collaboration, document, ticketing, and CRM systems while preserving permissions.66.7%573 5This rankRun it
08What are the best AI-powered enterprise search platforms for securely finding internal company knowledge?66.7%10155 5This rankRun it
09Which enterprise search vendors support private-cloud or on-premises deployment, model flexibility, and customer-managed encryption?33.3%7107 1This rankRun it
10Recommend a managed retrieval service for building grounded enterprise assistants with citations and source provenance.33.3%1121 1This rankRun it
11Which enterprise knowledge-search platform is best for a regulated organization needing document-level access controls and audit trails?33.3%1141 5ShowingRun it
12How should buyers compare retrieval platforms for grounded AI on accuracy, latency, observability, and total cost?0.0%060 1This rankRun it

Compare brands

One brand against up to three competitors, answer by answer

12 questions × 3 model APIs · recorded Sep 15, 2026
Run a question live
Compared 4 of 4

30.6%

of these answers name or cite Glean

11 of 36 answers

31.4%

Its share of the compared brands' appearances

7

Answers citing its own site

7 links to its domains

2 of 3

Model APIs that name it

The compared brands across the filtered answers
BrandNamed or citedAgainst primaryShare of comparedMentionsAnswers citing itLinks to its siteModel APIs
Elastic Search AIelastic.co38.9%14 of 36+8.3 pts40.0%26333 of 3
Gleanglean.com30.6%11 of 36Primary31.4%23772 of 3
Coveocoveo.com25.0%9 of 36-5.6 pts25.7%20122 of 3
Algoliaalgolia.com2.8%1 of 36-27.8 pts2.9%1001 of 3

Every answer

Which compared brands each answer names

12 questions · 36 answers · a blank cell names none of the compared brands
Compared brands named in each answer, by question and model API
QuestionOpenAIopenai/gpt-4o-miniAnthropicanthropic/claude-haiku-4-5Geminigoogle/gemini-2.5-flash
01What are the best AI-powered enterprise search platforms for securely finding internal company knowledge?Recommendation
Glean, cited 1CoveoElastic Search AI
6 sources7f88db22
None named
0 sources225b80c4
GleanCoveoElastic Search AI
9 sources7fdc28a9
02Recommend a workplace search platform that connects collaboration, document, ticketing, and CRM systems while preserving permissions.Recommendation
Glean, cited 1Elastic Search AI
5 sources7c641b34
None named
0 sourcesb24e079f
Glean, cited 1
3 sourcescd78a150
03Which enterprise knowledge-search platform is best for a regulated organization needing document-level access controls and audit trails?Recommendation
None named
5 sources89239e04
None named
0 sourcesc0c08f73
None named
9 sourcesf2c83250
04Recommend an open-source or self-hosted enterprise search platform for private retrieval-augmented generation.Recommendation
Elastic Search AI
6 sources4032f71e
Elastic Search AI
0 sourcesb4dda326
None named
6 sources8d357e16
05Which developer platform is best for hybrid keyword and vector retrieval, semantic reranking, and high-scale search?Recommendation
Elastic Search AI, cited 1
7 sources7d0b6765
None named
0 sourcesfc2fc78d
Elastic Search AI, cited 1
9 sourcesda9acbef
06Recommend a managed retrieval service for building grounded enterprise assistants with citations and source provenance.Recommendation
None named
5 sourcesc5b85d74
None named
0 sourcesd3607312
None named
7 sources9e722e80
07Which enterprise search tools offer broad application connectors, fast content refresh, and permission-aware results?Recommendation
Glean, cited 1CoveoElastic Search AI
8 sources7d0d0721
None named
0 sources876516ad
Glean
7 sourcesaa756d83
08What enterprise search platform should a global company evaluate for multilingual content, regional deployment, and access control?Recommendation
Glean, cited 1CoveoElastic Search AI
5 sourcesc34f2426
None named
0 sourcesff7c556c
Elastic Search AI, cited 1
8 sources29b57bea
09Compare enterprise AI search platforms on connectors, relevance, permissions, governance, deployment options, and analytics.Commercial comparison
Glean, cited 1Coveo, cited 2
7 sources22ed413d
None named
0 sourcesf583827f
Glean, cited 1CoveoElastic Search AIAlgolia
7 sources3f99bec0
10How should buyers compare retrieval platforms for grounded AI on accuracy, latency, observability, and total cost?Commercial comparison
None named
0 sources8d80c11d
None named
0 sourcescdd75513
None named
6 sources61bd76c8
11Which enterprise search vendors support private-cloud or on-premises deployment, model flexibility, and customer-managed encryption?Commercial comparison
GleanCoveoElastic Search AI
2 sources3bda5ade
None named
0 sourcesd5030b4e
None named
9 sources29bb6686
12Create a vendor shortlist and proof-of-concept scorecard for modernizing enterprise search and knowledge retrieval.Commercial comparison
GleanCoveoElastic Search AI
0 sourcesa7ecb668
None named
0 sources430bbce5
CoveoElastic Search AI
0 sources3e11ecf7

Sources

The sites these answers cite

Each site is read from the cited address itself.
Sites cited in the filtered answers
SiteAnswers citing itDistinct pagesModel APIsBest position
gosearch.ai10621
glean.com7521
moveworks.com6623
onyx.app5221
rank.ai4421
chapsvision.com4122
bloomfire.com3321
elastic.co3323
kore.ai3221
instaclustr.com3111
slack.com3124
gartner.com2222
medium.com2212
meilisearch.com2214
youtube.com2226
github.com2121
squirro.com2121
superlinked.com2121
techcommunity.microsoft.com2121
firecrawl.dev2122

What this report publishesThe public buying questions, the brands each answer names, the sources it cites and a fingerprint of each answer. Answer text is not published, and no customer data is in it.enterprise-search-platforms-2026-07-27 / 4-enterprise-search-platforms-2026-07-27-models-64232fd32583

Why this rank

Which enterprise knowledge-search platform is best for a regulated organization needing document-level access controls and audit trails? on Enterprise Search Prompt Brand Leaders

Snapshot of Sep 15, 2026, 12:00 AM UTC · Link to this snapshot

Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.

11

Rank on this board

33.333 percent

Score

3

Answers behind the score

100% confidence · 1 of 1 components evidenced

What the score is built from

1 of 1 evidenced

Every component evidenced · 1 evidence record each

Components of Which enterprise knowledge-search platform is best for a regulated organization needing document-level access controls and audit trails?'s score
ComponentValueContribution
Leading brand consensus33.33333333.333

Moved down since the previous snapshot

-5 places
  1. Leading brand owned citation coverage0 to 33.333
    +33.333
  2. Leading brand owned citation gap33.333 to 0
    -33.333
  3. Engine disagreement100 to 66.667
    -33.333
  4. Presence events3 to 1
    -2
  5. Distinct reviewed brands3 to 1
    -2
  6. Citation URLS13 to 14
    +1
  7. Leading brand consensus33.333 to 33.333
    0

Where each number comes from

7 public records
  • Reviewed-brand presence eventsPresence events · observed Sep 15, 2026, 12:00 AM UTC1 presence_events100% confidence
    Source
    Rank.ai Enterprise Search Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"regulated-enterprise-knowledge-search","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["8037f38c-d5ca-41a9-b347-a2e3edce6bb0","2084e267-b130-46dd-a324-d9d4a002fe84","5ae4d15b-56f4-459b-bb8a-81804676ce42"],"parentSnapshotId":"700b19bd-504a-485d-a73f-487ac78c1b02","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct citation URLsCitation URLS · observed Sep 15, 2026, 12:00 AM UTC14 urls100% confidence
    Source
    Rank.ai Enterprise Search Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"regulated-enterprise-knowledge-search","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["8037f38c-d5ca-41a9-b347-a2e3edce6bb0","2084e267-b130-46dd-a324-d9d4a002fe84","5ae4d15b-56f4-459b-bb8a-81804676ce42"],"parentSnapshotId":"700b19bd-504a-485d-a73f-487ac78c1b02","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 15, 2026, 12:00 AM UTC1 brands100% confidence
    Source
    Rank.ai Enterprise Search Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"regulated-enterprise-knowledge-search","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["8037f38c-d5ca-41a9-b347-a2e3edce6bb0","2084e267-b130-46dd-a324-d9d4a002fe84","5ae4d15b-56f4-459b-bb8a-81804676ce42"],"parentSnapshotId":"700b19bd-504a-485d-a73f-487ac78c1b02","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Cross-engine brand disagreementEngine disagreement · observed Sep 15, 2026, 12:00 AM UTC66.667 percent100% confidence
    Source
    Rank.ai Enterprise Search Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"regulated-enterprise-knowledge-search","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["8037f38c-d5ca-41a9-b347-a2e3edce6bb0","2084e267-b130-46dd-a324-d9d4a002fe84","5ae4d15b-56f4-459b-bb8a-81804676ce42"],"parentSnapshotId":"700b19bd-504a-485d-a73f-487ac78c1b02","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand engine consensusLeading brand consensus · observed Sep 15, 2026, 12:00 AM UTC33.333 percent100% confidence
    Source
    Rank.ai Enterprise Search Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"regulated-enterprise-knowledge-search","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["8037f38c-d5ca-41a9-b347-a2e3edce6bb0","2084e267-b130-46dd-a324-d9d4a002fe84","5ae4d15b-56f4-459b-bb8a-81804676ce42"],"parentSnapshotId":"700b19bd-504a-485d-a73f-487ac78c1b02","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Sep 15, 2026, 12:00 AM UTC33.333 percent100% confidence
    Source
    Rank.ai Enterprise Search Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"regulated-enterprise-knowledge-search","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["8037f38c-d5ca-41a9-b347-a2e3edce6bb0","2084e267-b130-46dd-a324-d9d4a002fe84","5ae4d15b-56f4-459b-bb8a-81804676ce42"],"parentSnapshotId":"700b19bd-504a-485d-a73f-487ac78c1b02","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Sep 15, 2026, 12:00 AM UTC0 percentage_points100% confidence
    Source
    Rank.ai Enterprise Search Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"regulated-enterprise-knowledge-search","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["8037f38c-d5ca-41a9-b347-a2e3edce6bb0","2084e267-b130-46dd-a324-d9d4a002fe84","5ae4d15b-56f4-459b-bb8a-81804676ce42"],"parentSnapshotId":"700b19bd-504a-485d-a73f-487ac78c1b02","providerMatrixVersion":"64232fd32583"}
    Open the source
Public Enterprise Search prompt leaders, engine disagreement, and citation opportunity, version 2-parent-8042b71372e825c684 observations · 1 source · quality passed
Snapshot
01c3b815-03b4-4f95-924f-d635293617ea
Data hash
c2478c2aa07fbf9313defc9e2e52642b204444172e5af448f3a0787c14b77112
Method hash
cf2f3929b96134752624062a893e786eacc548a70d896e4cd4370f6b69e55932

More in Enterprise search & RAG

Workplace search, managed retrieval, and grounded knowledge platforms ranked across a fixed enterprise buying corpus, with brand, prompt, engine and citation source views.

3 boards
Enterprise search platform rank

Reviewed enterprise search and retrieval platforms ranked by how often answers to the category's recommendation questions name or cite them, across three model APIs.

See how often AI names you.

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

  • Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
  • Who gets namedEvery competitor in the answers, most named first.
  • The pages AI readsThe sources behind each answer.
  • Three fixesWhat to fix first, with a brief for the first article.