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

As of

In front today

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

100.0%leading brand engine consensus

Ahead of second place: 0%
Held by the top three: 33%
Middle of the board: 66.7%
Below half the leader: 7 of 16

Highest 100.0%Middle 66.7%

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 prompt brand leaders current rankings
Rank	Name	Leading brand engine consensus	Presence events	Citation URLS	Distinct reviewed brands	Change	Why
01	What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?	100.0%	13	18	6	6	This rank Run it
02	Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.	100.0%	21	17	8	8	This rank Run it
03	Recommend a business intelligence platform for live analysis on a modern cloud warehouse without unnecessary data extracts.	66.7%	7	11	6	9	This rank Run it
04	Compare BI vendors on private connectivity, encryption, identity, audit logs, data residency, and regulated-industry controls.	66.7%	6	13	5	2	This rank Run it
05	Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?	66.7%	9	12	6	1	This rank Run it
06	Which business intelligence platforms are best for governed self-service analysis by business users and analysts?	66.7%	14	12	9		This rank Run it
07	Which analytics platforms are strongest for embedding branded dashboards, metrics, and interactive exploration into a SaaS product?	66.7%	12	10	7	2	This rank Run it
08	Recommend a BI platform for executive scorecards, board reporting, scheduled distribution, mobile access, and trusted company metrics.	66.7%	9	12	5	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		Showing Run it
10	How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?	33.3%	2	15	2	9	This rank Run it
11	Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?	33.3%	2	10	2	3	This rank Run it
12	Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability.	33.3%	6	16	6	1	This rank Run it
13	Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management.	33.3%	3	9	3	5	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	1	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	1	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: #9
Score: 66.667 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 Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.'s rank
Component	Value	Weight	Contribution
public prompt brand presence events	10	0%	—
public prompt citation urls	9	0%	—
public prompt distinct reviewed brands	5	0%	—
public prompt engine disagreement	66.666667	0%	—
public prompt leading brand consensus	66.666667	100%	66.667
public prompt leading brand owned citation coverage	0	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 UTC10 presence_events100% confidence
Source
Rank.ai BI & Analytics Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"bi-platform-buying-criteria","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["efe83f34-f0d7-41f3-8a76-5b9365bbceba","dd596aba-0833-4aad-9b8b-13a85a97a0b7","b02a7499-eb55-4174-a781-9b40fcba8e11"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct citation URLspublic prompt citation 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-platform-buying-criteria","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["efe83f34-f0d7-41f3-8a76-5b9365bbceba","dd596aba-0833-4aad-9b8b-13a85a97a0b7","b02a7499-eb55-4174-a781-9b40fcba8e11"],"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 UTC5 brands100% confidence
Source
Rank.ai BI & Analytics Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"bi-platform-buying-criteria","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["efe83f34-f0d7-41f3-8a76-5b9365bbceba","dd596aba-0833-4aad-9b8b-13a85a97a0b7","b02a7499-eb55-4174-a781-9b40fcba8e11"],"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 UTC66.667 percent100% confidence
Source
Rank.ai BI & Analytics Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"bi-platform-buying-criteria","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["efe83f34-f0d7-41f3-8a76-5b9365bbceba","dd596aba-0833-4aad-9b8b-13a85a97a0b7","b02a7499-eb55-4174-a781-9b40fcba8e11"],"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 UTC66.667 percent100% confidence
Source
Rank.ai BI & Analytics Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"bi-platform-buying-criteria","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["efe83f34-f0d7-41f3-8a76-5b9365bbceba","dd596aba-0833-4aad-9b8b-13a85a97a0b7","b02a7499-eb55-4174-a781-9b40fcba8e11"],"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 UTC0 percent100% confidence
Source
Rank.ai BI & Analytics Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"bi-platform-buying-criteria","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["efe83f34-f0d7-41f3-8a76-5b9365bbceba","dd596aba-0833-4aad-9b8b-13a85a97a0b7","b02a7499-eb55-4174-a781-9b40fcba8e11"],"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-buying-criteria","corpusVersion":"bi-analytics-platforms-2026-07-27","runArtifactIds":["efe83f34-f0d7-41f3-8a76-5b9365bbceba","dd596aba-0833-4aad-9b8b-13a85a97a0b7","b02a7499-eb55-4174-a781-9b40fcba8e11"],"parentSnapshotId":"146cf7e6-39df-498f-a21b-e471fe6a79ea","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗

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Free to reference with attribution. Copy a ready-made citation, or link to this page directly. The underlying table updates in place.

Plain textBI & Analytics Prompt Brand Leaders. Rank.ai, data as of August 15, 2026. https://www.rank.ai/rankings/bi-analytics/bi-analytics-platforms-prompt-brand-leaders
HTML<a href="https://www.rank.ai/rankings/bi-analytics/bi-analytics-platforms-prompt-brand-leaders">BI & Analytics Prompt Brand Leaders</a> — Rank.ai, data as of August 15, 2026
Markdown[BI & Analytics Prompt Brand Leaders](https://www.rank.ai/rankings/bi-analytics/bi-analytics-platforms-prompt-brand-leaders) — Rank.ai, data as of August 15, 2026
APARank.ai. (2026). BI & Analytics Prompt Brand Leaders. Retrieved August 24, 2026, from https://www.rank.ai/rankings/bi-analytics/bi-analytics-platforms-prompt-brand-leaders

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

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Prompt × engine matrix

Sources shaping this filtered view

Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.

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