16 promptschecked Aug 15, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON

As of

In front today

How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?

100.0%cross engine brand disagreement

Ahead of second place: 0%
Held by the top three: 31%
Middle of the board: 70%
Below half the leader: 5 of 16

Highest 100.0%Middle 70%

Rank 1one bar per published rowRank 16

leading brand owned citation coverage: 0 on 9 of 16 rows · 3 checks behind each row · 100% confidence across rows.

BI and Analytics engine disagreement by prompt current rankings
Rank	Name	Cross engine brand disagreement	Presence events	Citation URLS	Distinct reviewed brands	Change	Why
01	How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?	100.0%	2	15	2	5	This rank Run it
02	Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?	100.0%	2	10	2	1	This rank Run it
03	Recommend a business intelligence platform for live analysis on a modern cloud warehouse without unnecessary data extracts.	94.4%	7	11	6		This rank Run it
04	Compare BI vendors on private connectivity, encryption, identity, audit logs, data residency, and regulated-industry controls.	93.3%	6	13	5	3	This rank Run it
05	Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?	83.3%	9	12	6	4	This rank Run it
06	Which business intelligence platforms are best for governed self-service analysis by business users and analysts?	81.5%	14	12	9	5	This rank Run it
07	Which analytics platforms are strongest for embedding branded dashboards, metrics, and interactive exploration into a SaaS product?	76.2%	12	10	7	3	This rank Run it
08	Recommend a BI platform for executive scorecards, board reporting, scheduled distribution, mobile access, and trusted company metrics.	73.3%	9	12	5		This rank Run it
09	Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.	66.7%	10	9	5	5	This rank Run it
10	Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability.	66.7%	6	16	6	8	This rank Run it
11	Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management.	66.7%	3	9	3	2	This rank Run it
12	What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?	36.1%	13	18	6		Showing Run it
13	Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.	16.7%	21	17	8	2	This rank Run it
14	When should a company consolidate dashboarding, semantic metrics, embedded analytics, planning, and AI analysis on one BI platform?	0.0%	0	13	0	10	This rank Run it
15	Which criteria expose lock-in and migration risk when selecting a strategic business intelligence platform?	0.0%	0	12	0	1	This rank Run it
16	Create a proof-of-concept scorecard for BI platforms covering time to insight, metric consistency, query speed, adoption, and administration.	0.0%	0	0	0	11	This rank Run it

Primary brandPrompt intentAnswer enginePrompt contains

Run live test

Answer presence45.8%22/48 filtered answers mention or cite Microsoft Power BI

Selected-set share31.0%Share of answer-presences among the compared brands, not market share

Owned citation answers33 answer-level URL signals on reviewed owned domains

Engine breadth3/3Engines with at least one observed presence

Filtered competitive answer-presence comparison
Brand	Presence	Vs. primary	Selected share	Mentions	Cited answers	Owned URL signals	Engine breadth
Microsoft Power BImicrosoft.com	45.8%22/48	BASE	31.0%	45	3	3	3/3
Google Lookercloud.google.com	41.7%20/48	-4.2 pp	28.2%	31	2	2	3/3
Tableautableau.com	37.5%18/48	-8.3 pp	25.4%	39	0	0	3/3
Qlik Cloud Analyticsqlik.com	22.9%11/48	-22.9 pp	15.5%	17	2	2	3/3

ANSWER-LEVEL OBSERVATIONS

Prompt × engine matrix

16 prompts · 48 immutable answer hashes · empty cells mean no compared brand was detected.

Brand presence by public prompt and answer engine
Public prompt	OpenAIopenai/gpt-4o-mini	Anthropicanthropic/claude-haiku-4-5	Geminigoogle/gemini-2.5-flash
01 Which business intelligence platforms are best for governed self-service analysis by business users and analysts?recommendation	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 7 source URLs`f3c8e371`	No selected brand 0 source URLs`a9b91317`	Microsoft Power BITableauGoogle Looker 9 source URLs`497eec85`
02 Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability.recommendation	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 3 source URLs`f7c1a355`	No selected brand 4 source URLs`4fd97117`	No selected brand 9 source URLs`c0e43784`
03 Which analytics platforms are strongest for embedding branded dashboards, metrics, and interactive exploration into a SaaS product?recommendation	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 6 source URLs`4eacff7c`	No selected brand 0 source URLs`39dfdb25`	Microsoft Power BITableauGoogle Looker 6 source URLs`1c5c7983`
04 Recommend a BI platform for executive scorecards, board reporting, scheduled distribution, mobile access, and trusted company metrics.recommendation	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 8 source URLs`14a94568`	No selected brand 0 source URLs`9e18cf91`	Microsoft Power BITableauGoogle Looker 8 source URLs`c30a9f7c`
05 Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?recommendation	Google Looker 3 source URLs`b3c2d7e6`	No selected brand 0 source URLs`d33eeeb1`	No selected brand 8 source URLs`843655d5`
06 Recommend a business intelligence platform for live analysis on a modern cloud warehouse without unnecessary data extracts.recommendation	Microsoft Power BITableauGoogle Looker · C1 6 source URLs`9a3a8041`	No selected brand 0 source URLs`45491e00`	No selected brand 5 source URLs`5902dc4f`
07 Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?recommendation	Microsoft Power BITableauQlik Cloud Analytics 5 source URLs`440bad00`	No selected brand 0 source URLs`544b4c4e`	Microsoft Power BITableauGoogle Looker 9 source URLs`4bd49479`
08 What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?recommendation	Microsoft Power BIGoogle Looker 7 source URLs`f3a72066`	Microsoft Power BIGoogle Looker 5 source URLs`0d330cb6`	Microsoft Power BITableauGoogle Looker 8 source URLs`f4c67998`
09 Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.commercial	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 4 source URLs`26520849`	No selected brand 0 source URLs`431dc469`	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 8 source URLs`7d9fabf6`
10 How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?commercial	No selected brand 8 source URLs`e476829d`	No selected brand 0 source URLs`9a5fa102`	Microsoft Power BI 7 source URLs`aec9cd0e`
11 Create a proof-of-concept scorecard for BI platforms covering time to insight, metric consistency, query speed, adoption, and administration.commercial	No selected brand 0 source URLs`6eb43549`	No selected brand 0 source URLs`157319a3`	No selected brand 0 source URLs`4512add5`
12 Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management.commercial	Microsoft Power BITableauGoogle Looker 7 source URLs`df1d4afb`	No selected brand 0 source URLs`668dd732`	No selected brand 6 source URLs`451c0412`
13 Which criteria expose lock-in and migration risk when selecting a strategic business intelligence platform?commercial	No selected brand 8 source URLs`9e3e8762`	No selected brand 0 source URLs`bcd95bb4`	No selected brand 7 source URLs`4514beb3`
14 Compare BI vendors on private connectivity, encryption, identity, audit logs, data residency, and regulated-industry controls.commercial	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 6 source URLs`ab9aa7ef`	No selected brand 0 source URLs`795da0e2`	Microsoft Power BI · C1 7 source URLs`ff3344e4`
15 Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.commercial	Microsoft Power BI · C1TableauGoogle LookerQlik Cloud Analytics · C1 5 source URLs`f5336a1f`	Microsoft Power BI · C1TableauGoogle Looker · C1Qlik Cloud Analytics · C1 5 source URLs`f7bafb94`	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 8 source URLs`85cdbee9`
16 When should a company consolidate dashboarding, semantic metrics, embedded analytics, planning, and AI analysis on one BI platform?commercial	No selected brand 4 source URLs`e643a08e`	No selected brand 0 source URLs`d59a5890`	No selected brand 9 source URLs`b1197d42`

STRUCTURED CITATION LEDGER

Sources shaping this filtered view

Hostnames are derived from validated public HTTP(S) URLs, not provider-supplied domain labels.

Validated citation sources in filtered answers
Source hostname	Cited answers	Distinct URLs	Engine breadth	Best position
domo.com ↗	11	2	2	#1
gartner.com ↗	9	2	3	#1
reddit.com ↗	7	6	3	#3
holistics.io ↗	7	5	2	#1
ovaledge.com ↗	7	5	2	#1
omni.co ↗	7	3	2	#1
monday.com ↗	5	1	2	#1
querio.ai ↗	4	4	3	#2
promethium.ai ↗	4	3	3	#1
draxlr.com ↗	3	5	2	#1
atlan.com ↗	3	4	2	#2
acceldata.io ↗	3	3	2	#1
thoughtspot.com ↗	3	3	2	#1
cube.dev ↗	3	3	2	#4
gooddata.ai ↗	3	2	1	#1
rank.ai ↗	3	2	2	#1
improvado.io ↗	3	2	2	#2
linkedin.com ↗	3	2	2	#2
certlibrary.com ↗	3	2	2	#4
integrate.io ↗	3	1	2	#1

PUBLIC-BENCHMARK PRIVACY BOUNDARY

This report contains only code-reviewed public prompts, deterministic brand counts, answer hashes, and validated structured citation URLs. Full model answers are neither stored nor published here. No customer, organization, or private tracked-prompt data is included.

bi-analytics-platforms-2026-07-27 / 4-bi-analytics-platforms-2026-07-27-models-64232fd32583

Published rank: #12
Score: 36.111 percent
Sample size: 3

100% confidence · 100% component coverage · as of Aug 15, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

7/7 evidenced

All components available · 1 evidence record each

Components contributing to What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?'s rank
Component	Value	Weight	Contribution
public prompt brand presence events	13	0%	—
public prompt citation urls	18	0%	—
public prompt distinct reviewed brands	6	0%	—
public prompt engine disagreement	36.111111	100%	36.111
public prompt leading brand consensus	100	0%	—
public prompt leading brand owned citation coverage	33.333333	0%	—
public prompt leading brand owned citation gap	66.666667	0%	—

WHY IT MOVED

flat since prior snapshot

0 ranks

No component moved since the prior snapshot.

PRIMARY EVIDENCE

Source trail

7 public records

Reviewed-brand presence eventspublic prompt brand presence events · observed Aug 15, 2026, 12:00 AM UTC13 presence_events100% confidence
Source
Rank.ai BI & Analytics Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct citation URLspublic prompt citation urls · observed Aug 15, 2026, 12:00 AM UTC18 urls100% confidence
Source
Rank.ai BI & Analytics Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Aug 15, 2026, 12:00 AM UTC6 brands100% confidence
Source
Rank.ai BI & Analytics Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Cross-engine brand disagreementpublic prompt engine disagreement · observed Aug 15, 2026, 12:00 AM UTC36.111 percent100% confidence
Source
Rank.ai BI & Analytics Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand engine consensuspublic prompt leading brand consensus · observed Aug 15, 2026, 12:00 AM UTC100 percent100% confidence
Source
Rank.ai BI & Analytics Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · 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-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Aug 15, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
Source
Rank.ai BI & Analytics Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"bi-platform-startup","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["01fe40ff-076a-4a97-a691-213d403e1c00","3e2ab35b-b0a1-455b-a2d2-180256aa1e18","42efa23d-a6f1-44b7-b067-879f2eef233a"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗

Cite this data

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Plain textBI & Analytics Engine Disagreement by Prompt. Rank.ai, data as of August 15, 2026. https://www.rank.ai/rankings/bi-analytics/bi-analytics-platforms-prompt-engine-disagreement
HTML<a href="https://www.rank.ai/rankings/bi-analytics/bi-analytics-platforms-prompt-engine-disagreement">BI & Analytics Engine Disagreement by Prompt</a> — Rank.ai, data as of August 15, 2026
Markdown[BI & Analytics Engine Disagreement by Prompt](https://www.rank.ai/rankings/bi-analytics/bi-analytics-platforms-prompt-engine-disagreement) — Rank.ai, data as of August 15, 2026
APARank.ai. (2026). BI & Analytics Engine Disagreement by Prompt. Retrieved September 20, 2026, from https://www.rank.ai/rankings/bi-analytics/bi-analytics-platforms-prompt-engine-disagreement

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<p style="font-size:12px">Source: <a href="https://www.rank.ai/rankings/bi-analytics/bi-analytics-platforms-prompt-engine-disagreement">BI & Analytics Engine Disagreement by Prompt</a> by Rank.ai</p>

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BI and Analytics engine disagreement by prompt

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view

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

Component ledger

flat since prior snapshot

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