Reviewed analytics platforms ranked by recommendation-prompt presence across three configured model APIs.
BI and Analytics prompt brand leaders
16 prompts ranked by leading brand engine consensus.
How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features? is out in front at 100.0%.
16 promptschecked Jul 27, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?
100.0%leading brand engine consensus
- Ahead of second place
- 0%
- Held by the top three
- 24%
- Middle of the board
- 100%
- Below half the leader
- 3 of 16
Which analytics platforms are strongest for embedding branded dashboards, metrics, and interactive exploration into a SaaS product?
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
- Published rank
- #5
- Score
- 100 percent
- Sample size
- 3
100% confidence · 100% component coverage · as of Jul 27, 2026, 12:00 AM UTC
Component ledger
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 17 | 0% | — |
| public prompt citation urls | 16 | 0% | — |
| public prompt distinct reviewed brands | 8 | 0% | — |
| public prompt engine disagreement | 46.428571 | 0% | — |
| public prompt leading brand consensus | 100 | 100% | 100 |
| public prompt leading brand owned citation coverage | 0 | 0% | — |
| public prompt leading brand owned citation gap | 100 | 0% | — |
new since prior snapshot
no_prior_published_snapshot
No component moved since the prior snapshot.
Source trail
Reviewed-brand presence eventspublic prompt brand presence events · observed Jul 27, 2026, 12:00 AM UTC17 presence_events100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"embedded-analytics-platform","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["8cd04cdc-6b8e-401d-a10a-40e8b725b148","1c0c98f7-2e16-4868-a405-e7fe5995c0df","feb15a1c-5b70-4c4c-b19c-aba5d36eae40"],"parentSnapshotId":"bc02f5be-bb7f-461b-9c47-41412b32b058","providerMatrixVersion":"64232fd32583"}
Distinct citation URLspublic prompt citation urls · observed Jul 27, 2026, 12:00 AM UTC16 urls100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"embedded-analytics-platform","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["8cd04cdc-6b8e-401d-a10a-40e8b725b148","1c0c98f7-2e16-4868-a405-e7fe5995c0df","feb15a1c-5b70-4c4c-b19c-aba5d36eae40"],"parentSnapshotId":"bc02f5be-bb7f-461b-9c47-41412b32b058","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Jul 27, 2026, 12:00 AM UTC8 brands100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"embedded-analytics-platform","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["8cd04cdc-6b8e-401d-a10a-40e8b725b148","1c0c98f7-2e16-4868-a405-e7fe5995c0df","feb15a1c-5b70-4c4c-b19c-aba5d36eae40"],"parentSnapshotId":"bc02f5be-bb7f-461b-9c47-41412b32b058","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementpublic prompt engine disagreement · observed Jul 27, 2026, 12:00 AM UTC46.429 percent100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"embedded-analytics-platform","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["8cd04cdc-6b8e-401d-a10a-40e8b725b148","1c0c98f7-2e16-4868-a405-e7fe5995c0df","feb15a1c-5b70-4c4c-b19c-aba5d36eae40"],"parentSnapshotId":"bc02f5be-bb7f-461b-9c47-41412b32b058","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensuspublic prompt leading brand consensus · observed Jul 27, 2026, 12:00 AM UTC100 percent100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"embedded-analytics-platform","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["8cd04cdc-6b8e-401d-a10a-40e8b725b148","1c0c98f7-2e16-4868-a405-e7fe5995c0df","feb15a1c-5b70-4c4c-b19c-aba5d36eae40"],"parentSnapshotId":"bc02f5be-bb7f-461b-9c47-41412b32b058","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Jul 27, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"embedded-analytics-platform","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["8cd04cdc-6b8e-401d-a10a-40e8b725b148","1c0c98f7-2e16-4868-a405-e7fe5995c0df","feb15a1c-5b70-4c4c-b19c-aba5d36eae40"],"parentSnapshotId":"bc02f5be-bb7f-461b-9c47-41412b32b058","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Jul 27, 2026, 12:00 AM UTC100 percentage_points100% confidence
- Source
- Rank.ai BI & Analytics Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"embedded-analytics-platform","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["8cd04cdc-6b8e-401d-a10a-40e8b725b148","1c0c98f7-2e16-4868-a405-e7fe5995c0df","feb15a1c-5b70-4c4c-b19c-aba5d36eae40"],"parentSnapshotId":"bc02f5be-bb7f-461b-9c47-41412b32b058","providerMatrixVersion":"64232fd32583"}
More in BI & analytics
Business intelligence, governed analytics, and embedded analytics platforms ranked across a fixed buying corpus.
Reviewed vendors ranked by presence across every answer in the complete category cohort.
Reviewed vendors ranked by distinct answer-level citations to their canonical domains.