Reviewed analytics platforms ranked by how often answers to the category's recommendation questions name or cite them, across three model APIs.
BI & analytics
BI and Analytics prompt brand leaders
16 prompts ranked by how many of the three model APIs name the same leader.
66.7%
Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability. ranks first
Leading brand engine consensus
16
Prompts ranked
Sep 23
Snapshot recorded
2026 · Rotating schedule
3
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 16 prompts by leading brand engine consensus
Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability. leads at 66.7%; the middle of the board sits at 66.7%.
- Ahead of second place
- 0%
- Held by the top three
- 24%
- Middle of the board
- 66.7%
- Below half the leader
- 6 of 16
Rank, name and leading brand engine consensusMiddle 66.7%
- 1Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability.66.7%
- 2What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?66.7%
- 3When should a company consolidate dashboarding, semantic metrics, embedded analytics, planning, and AI analysis on one BI platform?66.7%
- 4Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.66.7%
- 5Recommend a business intelligence platform for live analysis on a modern cloud warehouse without unnecessary data extracts.66.7%
- 6Recommend a BI platform for executive scorecards, board reporting, scheduled distribution, mobile access, and trusted company metrics.66.7%
- 7Which business intelligence platforms are best for governed self-service analysis by business users and analysts?66.7%
- 8Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.66.7%
- 9Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?66.7%
- 10Which analytics platforms are strongest for embedding branded dashboards, metrics, and interactive exploration into a SaaS product?66.7%
- 11How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?33.3%
- 12Compare BI vendors on private connectivity, encryption, identity, audit logs, data residency, and regulated-industry controls.33.3%
- 13Create a proof-of-concept scorecard for BI platforms covering time to insight, metric consistency, query speed, adoption, and administration.33.3%
- 14Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management.33.3%
- 15Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?33.3%
- 16Which criteria expose lock-in and migration risk when selecting a strategic business intelligence platform?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 9 of 16 rows · 3 checks behind each row · 100% confidence across rows.
Compare brands
One brand against up to three competitors, answer by answer
16 questions × 3 model APIs · recorded Sep 23, 2026
Compared 4 of 4
41.7%
of these answers name or cite Microsoft Power BI
20 of 48 answers
30.3%
Its share of the compared brands' appearances
3
Answers citing its own site
6 links to its domains
2 of 3
Model APIs that name it
| Brand | Named or cited | Against primary | Share of compared | Mentions | Answers citing it | Links to its site | Model APIs |
|---|---|---|---|---|---|---|---|
| Microsoft Power BImicrosoft.com | 41.7%20 of 48 | Primary | 30.3% | 39 | 3 | 6 | 2 of 3 |
| Tableautableau.com | 41.7%20 of 48 | 0.0 pts | 30.3% | 44 | 3 | 3 | 2 of 3 |
| Google Lookercloud.google.com | 33.3%16 of 48 | -8.3 pts | 24.2% | 31 | 0 | 0 | 2 of 3 |
| Qlik Cloud Analyticsqlik.com | 20.8%10 of 48 | -20.8 pts | 15.2% | 16 | 1 | 1 | 2 of 3 |
Every answer
Which compared brands each answer names
16 questions · 48 answers · a blank cell names none of the compared brands
| Question | OpenAIopenai/gpt-4o-mini | Anthropicanthropic/claude-haiku-4-5 | Geminigoogle/gemini-2.5-flash |
|---|---|---|---|
| 01Which business intelligence platforms are best for governed self-service analysis by business users and analysts?Recommendation | Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 5 sources 6ffea317 | None named 0 sources 0cf07357 | Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 9 sources 67862a4c |
| 02Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability.Recommendation | Microsoft Power BITableauGoogle Looker 4 sources 35f742af | None named 0 sources 3773872a | None named 8 sources 778e12e3 |
| 03Which analytics platforms are strongest for embedding branded dashboards, metrics, and interactive exploration into a SaaS product?Recommendation | Microsoft Power BITableauGoogle Looker 6 sources d6f354e2 | None named 0 sources 7bf32774 | Microsoft Power BITableauGoogle Looker 6 sources 9a95e1f1 |
| 04Recommend a BI platform for executive scorecards, board reporting, scheduled distribution, mobile access, and trusted company metrics.Recommendation | Microsoft Power BI, cited 4TableauGoogle LookerQlik Cloud Analytics 5 sources 44bc58d9 | None named 0 sources eeaca107 | Microsoft Power BITableau, cited 1 5 sources 10aefcb7 |
| 05Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?Recommendation | Google Looker 4 sources a34e5ee4 | None named 0 sources 1d064f67 | None named 5 sources 08f8a3f6 |
| 06Recommend a business intelligence platform for live analysis on a modern cloud warehouse without unnecessary data extracts.Recommendation | TableauGoogle LookerQlik Cloud Analytics 5 sources 1eb8dc2a | None named 0 sources abbcd3c1 | Qlik Cloud Analytics, cited 1 6 sources 0a1b617d |
| 07Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?Recommendation | Microsoft Power BITableau 6 sources 5a8b0a7f | None named 0 sources c7cfbb2a | Microsoft Power BITableauQlik Cloud Analytics 10 sources e3afa75c |
| 08What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?Recommendation | Microsoft Power BIGoogle Looker 5 sources 6e1eba3e | None named 0 sources e6102724 | Microsoft Power BITableauGoogle Looker 6 sources d73796a7 |
| 09Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.Commercial comparison | Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 0 sources 4c9025ad | None named 0 sources 8296a223 | Microsoft Power BITableauGoogle Looker 5 sources a1a6d673 |
| 10How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?Commercial comparison | None named 9 sources 4a1411b7 | None named 0 sources 04abe352 | Microsoft Power BI, cited 1Tableau 4 sources 880e3bcd |
| 11Create a proof-of-concept scorecard for BI platforms covering time to insight, metric consistency, query speed, adoption, and administration.Commercial comparison | None named 0 sources b01ee903 | None named 0 sources ea5282e9 | Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 0 sources efd0e041 |
| 12Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management.Commercial comparison | Microsoft Power BITableauGoogle Looker 0 sources 81a8ed50 | None named 0 sources 717a056c | None named 8 sources 68472678 |
| 13Which criteria expose lock-in and migration risk when selecting a strategic business intelligence platform?Commercial comparison | None named 8 sources a034147b | None named 0 sources 70bc70f4 | None named 6 sources 567d24b4 |
| 14Compare BI vendors on private connectivity, encryption, identity, audit logs, data residency, and regulated-industry controls.Commercial comparison | Microsoft Power BITableauGoogle Looker 6 sources 706e7b09 | None named 0 sources 8db6e2ae | None named 9 sources 162fc82e |
| 15Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.Commercial comparison | Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 6 sources d8a179e3 | None named 0 sources b6df6cfa | Microsoft Power BITableau, cited 1Qlik Cloud Analytics 6 sources 0fcd6194 |
| 16When should a company consolidate dashboarding, semantic metrics, embedded analytics, planning, and AI analysis on one BI platform?Commercial comparison | Microsoft Power BI, cited 1Tableau, cited 1 5 sources ddd1bfe4 | None named 0 sources 2d3e8d31 | None named 8 sources d8f47973 |
Sources
The sites these answers cite
Each site is read from the cited address itself.
| Site | Answers citing it | Distinct pages | Model APIs | Best position |
|---|---|---|---|---|
| domo.com | 16 | 9 | 2 | 1 |
| holistics.io | 6 | 4 | 2 | 1 |
| omni.co | 6 | 3 | 2 | 1 |
| rank.ai | 5 | 5 | 2 | 1 |
| monday.com | 5 | 1 | 2 | 1 |
| ovaledge.com | 4 | 4 | 2 | 1 |
| reddit.com | 4 | 3 | 2 | 2 |
| microsoft.com | 3 | 3 | 2 | 1 |
| querio.ai | 3 | 3 | 2 | 1 |
| cube.dev | 3 | 3 | 2 | 2 |
| draxlr.com | 3 | 3 | 2 | 2 |
| tableau.com | 3 | 3 | 2 | 2 |
| linkedin.com | 3 | 3 | 1 | 4 |
| improvado.io | 3 | 2 | 2 | 1 |
| gooddata.ai | 3 | 1 | 2 | 1 |
| embeddable.com | 2 | 2 | 2 | 1 |
| basedash.com | 2 | 2 | 1 | 2 |
| thoughtspot.com | 2 | 2 | 2 | 2 |
| youtube.com | 2 | 2 | 1 | 2 |
| qrvey.com | 2 | 2 | 1 | 3 |
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.bi-analytics-platforms-2026-07-27 / 4-bi-analytics-platforms-2026-07-27-models-64232fd32583
Why this rank
Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code? on BI & Analytics Prompt Brand Leaders
Snapshot of Sep 23, 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.
15
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 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Leading brand consensus | 33.333333 | 33.333 |
Moved down since the previous snapshot
-4 places- Leading brand owned citation coverage33.333 to 0-33.333
- Leading brand owned citation gap0 to 33.333+33.333
- Engine disagreement100 to 66.667-33.333
- Presence events2 to 1-1
- Citation URLS10 to 9-1
- Distinct reviewed brands2 to 1-1
- Leading brand consensus33.333 to 33.3330
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Sep 23, 2026, 12:00 AM UTC1 presence_events100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["89481134-45ac-4081-8fe6-76c39a31f849","0d8a9948-c18d-4f3c-954e-8c761b417e7c","42af9a04-96a6-4455-b5b4-5579d00a2177"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Sep 23, 2026, 12:00 AM UTC9 urls100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["89481134-45ac-4081-8fe6-76c39a31f849","0d8a9948-c18d-4f3c-954e-8c761b417e7c","42af9a04-96a6-4455-b5b4-5579d00a2177"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 23, 2026, 12:00 AM UTC1 brands100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["89481134-45ac-4081-8fe6-76c39a31f849","0d8a9948-c18d-4f3c-954e-8c761b417e7c","42af9a04-96a6-4455-b5b4-5579d00a2177"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Sep 23, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["89481134-45ac-4081-8fe6-76c39a31f849","0d8a9948-c18d-4f3c-954e-8c761b417e7c","42af9a04-96a6-4455-b5b4-5579d00a2177"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Sep 23, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["89481134-45ac-4081-8fe6-76c39a31f849","0d8a9948-c18d-4f3c-954e-8c761b417e7c","42af9a04-96a6-4455-b5b4-5579d00a2177"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Sep 23, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["89481134-45ac-4081-8fe6-76c39a31f849","0d8a9948-c18d-4f3c-954e-8c761b417e7c","42af9a04-96a6-4455-b5b4-5579d00a2177"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
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":"developer-friendly-bi","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["89481134-45ac-4081-8fe6-76c39a31f849","0d8a9948-c18d-4f3c-954e-8c761b417e7c","42af9a04-96a6-4455-b5b4-5579d00a2177"],"parentSnapshotId":"bb8f2ecd-6306-491c-829f-829ea9970ac0","providerMatrixVersion":"64232fd32583"}
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- 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.
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