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.
100.0%
What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead? ranks first
Leading brand engine consensus
16
Prompts ranked
Aug 15
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
What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead? leads at 100.0%; the middle of the board sits at 66.7%.
- Ahead of second place
- 0%
- Held by the top three
- 33%
- Middle of the board
- 66.7%
- Below half the leader
- 7 of 16
Rank, name and leading brand engine consensusMiddle 66.7%
- 1What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?100.0%
- 2Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.100.0%
- 3Recommend a business intelligence platform for live analysis on a modern cloud warehouse without unnecessary data extracts.66.7%
- 4Compare BI vendors on private connectivity, encryption, identity, audit logs, data residency, and regulated-industry controls.66.7%
- 5Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?66.7%
- 6Which business intelligence platforms are best for governed self-service analysis by business users and analysts?66.7%
- 7Which analytics platforms are strongest for embedding branded dashboards, metrics, and interactive exploration into a SaaS product?66.7%
- 8Recommend a BI platform for executive scorecards, board reporting, scheduled distribution, mobile access, and trusted company metrics.66.7%
- 9Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.66.7%
- 10How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?33.3%
- 11Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?33.3%
- 12Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability.33.3%
- 13Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management.33.3%
- 14When should a company consolidate dashboarding, semantic metrics, embedded analytics, planning, and AI analysis on one BI platform?0.0%
- 15Which criteria expose lock-in and migration risk when selecting a strategic business intelligence platform?0.0%
- 16Create a proof-of-concept scorecard for BI platforms covering time to insight, metric consistency, query speed, adoption, and administration.0.0%
leading brand owned citation coverage: 0 on 9 of 16 rows · 3 checks behind each row · 100% confidence across rows.
Why this rank
Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management. on BI & Analytics Prompt Brand Leaders
Snapshot of Aug 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.
13
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
-5 places- Leading brand consensus100 to 33.333-66.667
- Engine disagreement33.333 to 66.667+33.333
- Leading brand owned citation gap66.667 to 33.333-33.333
- Leading brand owned citation coverage33.333 to 0-33.333
- Citation URLS21 to 9-12
- Presence events12 to 3-9
- Distinct reviewed brands6 to 3-3
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Aug 15, 2026, 12:00 AM UTC3 presence_events100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"bi-semantic-layer-comparison","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["71456689-89d8-47c3-a54f-70f1d1e8fda8","c1ac11aa-feda-430a-bc01-c14f91eb45bc","1aed6ac3-0029-4a75-9a6a-58d0814a7f25"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Aug 15, 2026, 12:00 AM UTC9 urls100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"bi-semantic-layer-comparison","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["71456689-89d8-47c3-a54f-70f1d1e8fda8","c1ac11aa-feda-430a-bc01-c14f91eb45bc","1aed6ac3-0029-4a75-9a6a-58d0814a7f25"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Aug 15, 2026, 12:00 AM UTC3 brands100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"bi-semantic-layer-comparison","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["71456689-89d8-47c3-a54f-70f1d1e8fda8","c1ac11aa-feda-430a-bc01-c14f91eb45bc","1aed6ac3-0029-4a75-9a6a-58d0814a7f25"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Aug 15, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"bi-semantic-layer-comparison","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["71456689-89d8-47c3-a54f-70f1d1e8fda8","c1ac11aa-feda-430a-bc01-c14f91eb45bc","1aed6ac3-0029-4a75-9a6a-58d0814a7f25"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Aug 15, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"bi-semantic-layer-comparison","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["71456689-89d8-47c3-a54f-70f1d1e8fda8","c1ac11aa-feda-430a-bc01-c14f91eb45bc","1aed6ac3-0029-4a75-9a6a-58d0814a7f25"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Aug 15, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"bi-semantic-layer-comparison","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["71456689-89d8-47c3-a54f-70f1d1e8fda8","c1ac11aa-feda-430a-bc01-c14f91eb45bc","1aed6ac3-0029-4a75-9a6a-58d0814a7f25"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Aug 15, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"bi-semantic-layer-comparison","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["71456689-89d8-47c3-a54f-70f1d1e8fda8","c1ac11aa-feda-430a-bc01-c14f91eb45bc","1aed6ac3-0029-4a75-9a6a-58d0814a7f25"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
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- Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
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- The pages AI readsThe sources behind each answer.
- Three fixesWhat to fix first, with a brief for the first article.