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BI & Analytics Engine Disagreement by Prompt

Ranks BI & Analytics prompts by how differently the configured engines surface the reviewed brand universe.

Coverage: 16 entities
Confidence: 100%
Freshness: current
Export: CSV / JSON

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Watching publication Jul 27, 2026

LEADERBOARD

Current rankings

Metric: Cross-engine brand disagreement

Find in tableEntity typeMovementConfidenceEvidence NRank rangeColumnsSort rowsPrompt intentMinimum leader consensusMinimum disagreementDistinct reviewed brands

16of 16 rows

BI & Analytics Engine Disagreement by Prompt current rankings
Rank	Entity	Signal	Cross-engine brand disagreement	Public Prompt Brand Presence Events	Public Prompt Citation Urls	Public Prompt Distinct Reviewed Brands	Public Prompt Leading Brand Consensus	Confidence	N	Change	Trend	Explain
01	Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?prompt	Leading reviewed brand: Google Looker	100.0%	2	21	2	33.33%	100%	3	—	—	Run this prompt Why this rank
02	Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability.prompt	Leading reviewed brand: Google Looker	91.7%	5	17	4	66.67%	100%	3	—	—	Run this prompt Why this rank
03	Recommend a business intelligence platform for live analysis on a modern cloud warehouse without unnecessary data extracts.prompt	Leading reviewed brand: Google Looker	80.0%	10	16	7	66.67%	100%	3	—	—	Run this prompt Why this rank
04	When should a company consolidate dashboarding, semantic metrics, embedded analytics, planning, and AI analysis on one BI platform?prompt	Leading reviewed brand: Domo	66.7%	3	24	2	66.67%	100%	3	—	—	Run this prompt Why this rank
05	Create a proof-of-concept scorecard for BI platforms covering time to insight, metric consistency, query speed, adoption, and administration.prompt	Leading reviewed brand: Domo	66.7%	1	6	1	33.33%	100%	3	—	—	Run this prompt Why this rank
06	How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?prompt	Leading reviewed brand: Microsoft Power BI	63.9%	6	24	4	100%	100%	3	—	—	Run this prompt Why this rank
07	Compare BI vendors on private connectivity, encryption, identity, audit logs, data residency, and regulated-industry controls.prompt	Leading reviewed brand: Microsoft Power BI	63.3%	9	19	5	100%	100%	3	—	—	Run this prompt Why this rank
08	Recommend a BI platform for executive scorecards, board reporting, scheduled distribution, mobile access, and trusted company metrics.prompt	Leading reviewed brand: Microsoft Power BI	55.6%	8	18	4	100%	100%	3	—	—	Run this prompt Why this rank
09	Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?prompt	Leading reviewed brand: ThoughtSpot	53.3%	14	21	7	100%	100%	3	—	—	Run this prompt Why this rank
10	Which analytics platforms are strongest for embedding branded dashboards, metrics, and interactive exploration into a SaaS product?prompt	Leading reviewed brand: Google Looker	46.4%	17	16	8	100%	100%	3	—	—	Run this prompt Why this rank
11	Which business intelligence platforms are best for governed self-service analysis by business users and analysts?prompt	Leading reviewed brand: Google Looker	46.1%	20	20	10	100%	100%	3	—	—	Run this prompt Why this rank
12	What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?prompt	Leading reviewed brand: Metabase	38.9%	8	20	4	100%	100%	3	—	—	Run this prompt Why this rank
13	Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management.prompt	Leading reviewed brand: Microsoft Power BI	33.3%	12	21	6	100%	100%	3	—	—	Run this prompt Why this rank
14	Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.prompt	Leading reviewed brand: Tableau	19.8%	18	23	7	100%	100%	3	—	—	Run this prompt Why this rank
15	Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.prompt	Leading reviewed brand: Google Looker	17.3%	21	15	8	100%	100%	3	—	—	Run this prompt Why this rank
16	Which criteria expose lock-in and migration risk when selecting a strategic business intelligence platform?prompt	Leading reviewed brand: none surfaced	0.0%	0	18	0	0%	100%	3	—	—	Run this prompt Why this rank

BI & Analytics Engine Disagreement by Prompt current rankings
Rank	Entity	Signal	Cross-engine brand disagreement	Public Prompt Brand Presence Events	Public Prompt Citation Urls	Public Prompt Distinct Reviewed Brands	Public Prompt Leading Brand Consensus	Confidence	N	Change	Trend	Explain
01	Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?prompt	Leading reviewed brand: Google Looker	100.0%	2	21	2	33.33%	100%	3	—	—	Run this prompt Why this rank
02	Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability.prompt	Leading reviewed brand: Google Looker	91.7%	5	17	4	66.67%	100%	3	—	—	Run this prompt Why this rank
03	Recommend a business intelligence platform for live analysis on a modern cloud warehouse without unnecessary data extracts.prompt	Leading reviewed brand: Google Looker	80.0%	10	16	7	66.67%	100%	3	—	—	Run this prompt Why this rank
04	When should a company consolidate dashboarding, semantic metrics, embedded analytics, planning, and AI analysis on one BI platform?prompt	Leading reviewed brand: Domo	66.7%	3	24	2	66.67%	100%	3	—	—	Run this prompt Why this rank
05	Create a proof-of-concept scorecard for BI platforms covering time to insight, metric consistency, query speed, adoption, and administration.prompt	Leading reviewed brand: Domo	66.7%	1	6	1	33.33%	100%	3	—	—	Run this prompt Why this rank
06	How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?prompt	Leading reviewed brand: Microsoft Power BI	63.9%	6	24	4	100%	100%	3	—	—	Run this prompt Why this rank
07	Compare BI vendors on private connectivity, encryption, identity, audit logs, data residency, and regulated-industry controls.prompt	Leading reviewed brand: Microsoft Power BI	63.3%	9	19	5	100%	100%	3	—	—	Run this prompt Why this rank
08	Recommend a BI platform for executive scorecards, board reporting, scheduled distribution, mobile access, and trusted company metrics.prompt	Leading reviewed brand: Microsoft Power BI	55.6%	8	18	4	100%	100%	3	—	—	Run this prompt Why this rank
09	Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?prompt	Leading reviewed brand: ThoughtSpot	53.3%	14	21	7	100%	100%	3	—	—	Run this prompt Why this rank
10	Which analytics platforms are strongest for embedding branded dashboards, metrics, and interactive exploration into a SaaS product?prompt	Leading reviewed brand: Google Looker	46.4%	17	16	8	100%	100%	3	—	—	Run this prompt Why this rank
11	Which business intelligence platforms are best for governed self-service analysis by business users and analysts?prompt	Leading reviewed brand: Google Looker	46.1%	20	20	10	100%	100%	3	—	—	Run this prompt Why this rank
12	What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?prompt	Leading reviewed brand: Metabase	38.9%	8	20	4	100%	100%	3	—	—	Run this prompt Why this rank
13	Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management.prompt	Leading reviewed brand: Microsoft Power BI	33.3%	12	21	6	100%	100%	3	—	—	Run this prompt Why this rank
14	Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.prompt	Leading reviewed brand: Tableau	19.8%	18	23	7	100%	100%	3	—	—	Run this prompt Why this rank
15	Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.prompt	Leading reviewed brand: Google Looker	17.3%	21	15	8	100%	100%	3	—	—	Run this prompt Why this rank
16	Which criteria expose lock-in and migration risk when selecting a strategic business intelligence platform?prompt	Leading reviewed brand: none surfaced	0.0%	0	18	0	0%	100%	3	—	—	Run this prompt Why this rank

Primary brandPrompt intentAnswer enginePrompt contains

Run live test

Answer presence62.5%30/48 filtered answers mention or cite Microsoft Power BI

Selected-set share32.6%Share of answer-presences among the compared brands, not market share

Owned citation answers58 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	62.5%30/48	BASE	32.6%	109	5	8	3/3
Google Lookercloud.google.com	54.2%26/48	-8.3 pp	28.3%	101	3	5	3/3
Tableautableau.com	47.9%23/48	-14.6 pp	25.0%	91	0	0	3/3
Qlik Cloud Analyticsqlik.com	27.1%13/48	-35.4 pp	14.1%	36	3	4	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 · C1 5 source URLs`175ac37e`	Microsoft Power BI · C4TableauGoogle Looker 7 source URLs`e3d0aec4`	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 8 source URLs`18c5c353`
02 Recommend an enterprise BI platform with a governed semantic layer, lineage, certification, permissions, and auditability.recommendation	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 5 source URLs`e7215d63`	Google Looker 7 source URLs`7aa23a92`	No selected brand 7 source URLs`ac0a0432`
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 9 source URLs`6685db02`	Microsoft Power BIGoogle Looker 6 source URLs`9448b41e`	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 8 source URLs`b2f2bc24`
04 Recommend a BI platform for executive scorecards, board reporting, scheduled distribution, mobile access, and trusted company metrics.recommendation	Microsoft Power BITableau 5 source URLs`2213daaa`	Microsoft Power BITableauGoogle Looker 7 source URLs`1cff7b58`	Microsoft Power BI 6 source URLs`84bc29ea`
05 Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?recommendation	No selected brand 6 source URLs`07fb626d`	Google Looker 9 source URLs`1a871f09`	No selected brand 7 source URLs`40669d2d`
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`a8c689f6`	Microsoft Power BITableauGoogle Looker 6 source URLs`05192354`	No selected brand 5 source URLs`11654419`
07 Which BI platforms provide the strongest governed natural-language query, automated insight, and generative AI analysis experience?recommendation	Microsoft Power BITableauGoogle Looker 8 source URLs`4a6adadd`	Microsoft Power BITableauGoogle Looker · C3 7 source URLs`e62378c0`	No selected brand 7 source URLs`61d9294d`
08 What analytics platform should a startup evaluate for fast setup, reasonable cost, embedded use, and low administration overhead?recommendation	Microsoft Power BI 5 source URLs`c96953a6`	No selected brand 8 source URLs`056786b3`	Google Looker 8 source URLs`dc7a1941`
09 Compare business intelligence platforms on modeling, governance, visualization, performance, collaboration, embedding, AI, and support.commercial	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 7 source URLs`2f560742`	Microsoft Power BI · C1TableauGoogle LookerQlik Cloud Analytics 9 source URLs`5fb18bbf`	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 7 source URLs`676e1570`
10 How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?commercial	Microsoft Power BI 10 source URLs`d9619fff`	Microsoft Power BIQlik Cloud Analytics · C1 6 source URLs`ba823b3d`	Microsoft Power BI · C1 8 source URLs`d89b48eb`
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`fb2cf4ca`	No selected brand 6 source URLs`8c5f082c`	No selected brand 0 source URLs`98d3ca24`
12 Compare analytics platforms on semantic modeling, reusable metrics, row-level security, lineage, testing, and change management.commercial	Microsoft Power BI · C1TableauGoogle Looker 7 source URLs`8146b75b`	Microsoft Power BITableauGoogle Looker 8 source URLs`98127433`	Microsoft Power BITableauGoogle Looker 7 source URLs`d6f8cfed`
13 Which criteria expose lock-in and migration risk when selecting a strategic business intelligence platform?commercial	No selected brand 7 source URLs`37b95786`	No selected brand 6 source URLs`5b73a101`	No selected brand 7 source URLs`3b796f20`
14 Compare BI vendors on private connectivity, encryption, identity, audit logs, data residency, and regulated-industry controls.commercial	Microsoft Power BITableauGoogle Looker 4 source URLs`20b1fc00`	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics · C2 7 source URLs`4b5f8ab6`	Microsoft Power BI · C1 9 source URLs`9e18398b`
15 Create a shortlist of analytics and business intelligence vendors for a global enterprise standardizing reports, metrics, and exploration.commercial	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 6 source URLs`e9ffd201`	Microsoft Power BITableauGoogle Looker · C1Qlik Cloud Analytics 5 source URLs`a0819790`	Microsoft Power BITableauGoogle LookerQlik Cloud Analytics 6 source URLs`a9edce70`
16 When should a company consolidate dashboarding, semantic metrics, embedded analytics, planning, and AI analysis on one BI platform?commercial	No selected brand 8 source URLs`dc6389a7`	No selected brand 9 source URLs`d111014f`	No selected brand 8 source URLs`7c7efe6d`

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	Evidence
domo.com	14	17	3	#1	Open source ↗
reddit.com	12	12	3	#3	Open source ↗
holistics.io	11	12	3	#1	Open source ↗
youtube.com	8	9	2	#1	Open source ↗
linkedin.com	8	8	3	#1	Open source ↗
gartner.com	8	2	3	#1	Open source ↗
thoughtspot.com	7	4	2	#2	Open source ↗
querio.ai	6	6	3	#2	Open source ↗
ovaledge.com	6	4	2	#1	Open source ↗
medium.com	5	5	2	#2	Open source ↗
gooddata.ai	5	3	3	#1	Open source ↗
atscale.com	4	4	3	#1	Open source ↗
sisense.com	4	2	3	#1	Open source ↗
atlan.com	4	2	3	#3	Open source ↗
monday.com	4	1	2	#2	Open source ↗
luzmo.com	3	7	2	#1	Open source ↗
cloud.google.com	3	4	2	#1	Open source ↗
barc.com	3	3	3	#1	Open source ↗
omni.co	3	3	2	#1	Open source ↗
g2.com	3	3	2	#2	Open source ↗

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

BI & Analytics Engine Disagreement by Prompt

Current rankings

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view