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Rank.ai Index

BI and Analytics prompt citation Opportunities

16 prompts ranked by how far the leader is named without its own site being cited.
Recorded Sep 23, 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

66.667 percentage_points

What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead? ranks first

Leading brand owned citation opportunity

16

Prompts ranked

Sep 23

Snapshot recorded

2026 · Rotating schedule

3

Answers behind each row

From the OpenAI, Anthropic and Google model APIs

Follow changes

All 16 prompts by leading brand owned citation opportunity

What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead? leads at 66.667 percentage_points; the middle of the board sits at 33.3.

Ahead of second place
0
Held by the top three
40%
Middle of the board
33.3
Below half the leader
9 of 16
Rank, name and leading brand owned citation opportunityMiddle 33.3
  1. 1What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?66.667 percentage_points
  2. 2Which business intelligence platforms are best for governed self-service analysis by business users and analysts?66.667 percentage_points
  3. 3Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.66.667 percentage_points
  4. 4Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?66.667 percentage_points
  5. 5Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.33.333 percentage_points
  6. 6Recommend a BI platform for executive scorecards, board reporting, scheduled distribution, mobile access, and trusted company metrics.33.333 percentage_points
  7. 7Which analytics platforms are strongest for embedding branded dashboards, metrics, and interactive exploration into a SaaS product?33.333 percentage_points
  8. 8Compare BI vendors on private connectivity, encryption, identity, audit logs, data residency, and regulated-industry controls.33.333 percentage_points
  9. 9Create a proof-of-concept scorecard for BI platforms covering time to insight, metric consistency, query speed, adoption, and administration.33.333 percentage_points
  10. 10Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management.33.333 percentage_points
  11. 11Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?33.333 percentage_points
  12. 12Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability.0 percentage_points
  13. 13When should a company consolidate dashboarding, semantic metrics, embedded analytics, planning, and AI analysis on one BI platform?0 percentage_points
  14. 14Recommend a business intelligence platform for live analysis on a modern cloud warehouse without unnecessary data extracts.0 percentage_points
  15. 15How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?0 percentage_points
  16. 16Which criteria expose lock-in and migration risk when selecting a strategic business intelligence platform?0 percentage_points

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 consensus: 66.666667 on 10 of 16 rows · leading brand owned citation coverage: 0 on 9 of 16 rows · 3 checks behind each row.

BI and Analytics prompt citation Opportunities current rankings
RankNameLeading brand owned citation opportunityPresence eventsCitation URLSDistinct reviewed brandsChangeWhy
01What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?66.667 percentage_points886 This rankRun it
02Which business intelligence platforms are best for governed self-service analysis by business users and analysts?66.667 percentage_points13138 This rankRun it
03Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.66.667 percentage_points1056 1This rankRun it
04Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?66.667 percentage_points10146 7This rankRun it
05Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.33.333 percentage_points141210 1ShowingRun it
06Recommend a BI platform for executive scorecards, board reporting, scheduled distribution, mobile access, and trusted company metrics.33.333 percentage_points8105 3This rankRun it
07Which analytics platforms are strongest for embedding branded dashboards, metrics, and interactive exploration into a SaaS product?33.333 percentage_points9105 5This rankRun it
08Compare BI vendors on private connectivity, encryption, identity, audit logs, data residency, and regulated-industry controls.33.333 percentage_points5155 3This rankRun it
09Create a proof-of-concept scorecard for BI platforms covering time to insight, metric consistency, query speed, adoption, and administration.33.333 percentage_points404 7This rankRun it
10Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management.33.333 percentage_points383 1This rankRun it
11Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?33.333 percentage_points191 2This rankRun it
12Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability.0 percentage_points5124 4This rankRun it
13When should a company consolidate dashboarding, semantic metrics, embedded analytics, planning, and AI analysis on one BI platform?0 percentage_points4123 1This rankRun it
14Recommend a business intelligence platform for live analysis on a modern cloud warehouse without unnecessary data extracts.0 percentage_points9116 4This rankRun it
15How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?0 percentage_points3123 8This rankRun it
16Which criteria expose lock-in and migration risk when selecting a strategic business intelligence platform?0 percentage_points0130 1This rankRun it

Why this rank

Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration. on BI & Analytics Prompt Citation Opportunities

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

5

Rank on this board

33.333 percentage_points

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 Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.'s score
ComponentValueContribution
Leading brand owned citation gap33.33333433.333

Moved up since the previous snapshot

+1 places
  1. Engine disagreement16.667 to 86.667
    +70
  2. Leading brand owned citation coverage66.667 to 33.333
    -33.333
  3. Leading brand consensus100 to 66.667
    -33.333
  4. Presence events21 to 14
    -7
  5. Citation URLS17 to 12
    -5
  6. Distinct reviewed brands8 to 10
    +2
  7. Leading brand owned citation gap33.333 to 33.333
    +0

Where each number comes from

7 public records
  • Reviewed-brand presence eventsPresence events · observed Sep 23, 2026, 12:00 AM UTC14 presence_events100% confidence
    Source
    Rank.ai BI & Analytics Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"bi-enterprise-shortlist","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["cecabd2f-0ca4-44d6-a3aa-7fb22efa38d2","ce792ca7-d427-4098-9065-0575982b8a26","0f8b0da3-6673-4156-8b9b-d6769b2f97f4"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct citation URLsCitation URLS · observed Sep 23, 2026, 12:00 AM UTC12 urls100% confidence
    Source
    Rank.ai BI & Analytics Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"bi-enterprise-shortlist","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["cecabd2f-0ca4-44d6-a3aa-7fb22efa38d2","ce792ca7-d427-4098-9065-0575982b8a26","0f8b0da3-6673-4156-8b9b-d6769b2f97f4"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 23, 2026, 12:00 AM UTC10 brands100% confidence
    Source
    Rank.ai BI & Analytics Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"bi-enterprise-shortlist","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["cecabd2f-0ca4-44d6-a3aa-7fb22efa38d2","ce792ca7-d427-4098-9065-0575982b8a26","0f8b0da3-6673-4156-8b9b-d6769b2f97f4"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Cross-engine brand disagreementEngine disagreement · observed Sep 23, 2026, 12:00 AM UTC86.667 percent100% confidence
    Source
    Rank.ai BI & Analytics Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"bi-enterprise-shortlist","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["cecabd2f-0ca4-44d6-a3aa-7fb22efa38d2","ce792ca7-d427-4098-9065-0575982b8a26","0f8b0da3-6673-4156-8b9b-d6769b2f97f4"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand engine consensusLeading brand consensus · observed Sep 23, 2026, 12:00 AM UTC66.667 percent100% confidence
    Source
    Rank.ai BI & Analytics Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"bi-enterprise-shortlist","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["cecabd2f-0ca4-44d6-a3aa-7fb22efa38d2","ce792ca7-d427-4098-9065-0575982b8a26","0f8b0da3-6673-4156-8b9b-d6769b2f97f4"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Sep 23, 2026, 12:00 AM UTC33.333 percent100% confidence
    Source
    Rank.ai BI & Analytics Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"bi-enterprise-shortlist","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["cecabd2f-0ca4-44d6-a3aa-7fb22efa38d2","ce792ca7-d427-4098-9065-0575982b8a26","0f8b0da3-6673-4156-8b9b-d6769b2f97f4"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Sep 23, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
    Source
    Rank.ai BI & Analytics Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"bi-enterprise-shortlist","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["cecabd2f-0ca4-44d6-a3aa-7fb22efa38d2","ce792ca7-d427-4098-9065-0575982b8a26","0f8b0da3-6673-4156-8b9b-d6769b2f97f4"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
    Open the source
Public BI & Analytics prompt leaders, engine disagreement, and citation opportunity, version 2-parent-c049e0aee9612d83112 observations · 1 source · quality passed
Snapshot
ba9ca1d6-76bb-48ee-a4e4-27ffcce968e1
Data hash
02472ebfe13ea4597c876a8afe1c136ac60a6b43c8ab7e79bbb74f96e6fed72e
Method hash
4ba299457067adaa61460887706619903c90162996762b4c50d4bb434c8b7e8d

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.