16 promptschecked Aug 17, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON

As of

In front today

How should a buyer compare marketing automation pricing across contacts, messages, profiles, channels, data usage, and premium modules?

100.0%cross engine brand disagreement

Ahead of second place: 6.7%
Held by the top three: 31%
Middle of the board: 77.8%
Below half the leader: 5 of 16

Highest 100.0%Middle 77.8%

Rank 1one bar per published rowRank 16

leading brand consensus: 66.666667 on 9 of 16 rows · leading brand owned citation coverage: 0 on 9 of 16 rows · 3 checks behind each row.

Marketing Automation 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 marketing automation pricing across contacts, messages, profiles, channels, data usage, and premium modules?	100.0%	2	14	2	2	This rank Run it
02	Recommend a B2B marketing automation platform for account-based programs, lead scoring, nurture, CRM handoff, and pipeline attribution.	93.3%	6	10	5	7	This rank Run it
03	Which marketing platforms are strongest for real-time customer data, predictive segmentation, personalization, experimentation, and decisioning?	91.7%	5	14	4	1	This rank Run it
04	Recommend a marketing automation tool for a small business that needs simple campaigns, CRM context, forms, segmentation, and transparent pricing.	91.7%	5	8	4	3	This rank Run it
05	Which marketing automation platforms are best for orchestrating email, messaging, journeys, lead management, and campaign measurement?	88.9%	8	13	6	1	This rank Run it
06	Compare marketing automation platforms on channels, segmentation, journeys, data, attribution, AI, integrations, governance, and support.	88.9%	8	13	6	4	Showing Run it
07	Create a shortlist of marketing automation vendors for a global company consolidating B2B and B2C lifecycle engagement.	83.3%	9	12	6	4	This rank Run it
08	Which customer engagement platforms are strongest for high-volume B2C lifecycle journeys across email, SMS, push, and in-app messaging?	83.3%	6	12	4	3	This rank Run it
09	Which marketing automation platforms best support a global enterprise with multiple brands, regions, business units, and governance requirements?	72.2%	11	13	6	3	This rank Run it
10	Which marketing automation platforms provide the strongest governed AI assistance for content, campaigns, audiences, and optimization?	66.7%	4	13	2	3	This rank Run it
11	When should a company consolidate CRM, customer data, journeys, content, messaging, experimentation, and attribution on one marketing platform?	66.7%	1	17	1	5	This rank Run it
12	Recommend a marketing platform for an ecommerce brand that needs customer profiles, segmentation, product events, email, SMS, and revenue attribution.	0.0%	3	17	1	2	This rank Run it
13	Compare marketing automation vendors on multi-touch attribution, incrementality, offline conversion data, reporting, and warehouse access.	0.0%	0	11	0	6	This rank Run it
14	Which criteria expose data portability, migration complexity, and lock-in risk when choosing a marketing automation platform?	0.0%	0	11	0	1	This rank Run it
15	Create a proof-of-concept scorecard for marketing platforms covering campaign speed, deliverability, personalization, attribution, adoption, and administration.	0.0%	0	2	0	1	This rank Run it
16	Compare marketing platforms on consent, identity, encryption, auditability, residency, suppression, retention, and privacy compliance.	0.0%	0	15	0	8	This rank Run it

Primary brandPrompt intentAnswer enginePrompt contains

Run live test

Answer presence14.6%7/48 filtered answers mention or cite HubSpot Marketing Hub

Selected-set share19.4%Share of answer-presences among the compared brands, not market share

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

Engine breadth2/3Engines 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
Adobe Marketo Engageadobe.com	25.0%12/48	+10.4 pp	33.3%	17	1	1	2/3
Salesforce Marketing Cloudsalesforce.com	20.8%10/48	+6.3 pp	27.8%	12	5	5	2/3
Brazebraze.com	14.6%7/48	0.0 pp	19.4%	10	4	4	2/3
HubSpot Marketing Hubhubspot.com	14.6%7/48	BASE	19.4%	4	3	3	2/3

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 marketing automation platforms are best for orchestrating email, messaging, journeys, lead management, and campaign measurement?recommendation	Adobe Marketo Engage 7 source URLs`82dc5254`	No selected brand 0 source URLs`1650b4e2`	No selected brand 8 source URLs`bd971bdb`
02 Recommend a B2B marketing automation platform for account-based programs, lead scoring, nurture, CRM handoff, and pipeline attribution.recommendation	HubSpot Marketing HubAdobe Marketo Engage 5 source URLs`974a1e4f`	No selected brand 0 source URLs`f7100b21`	Adobe Marketo EngageSalesforce Marketing Cloud · C1 6 source URLs`abb45d10`
03 Which customer engagement platforms are strongest for high-volume B2C lifecycle journeys across email, SMS, push, and in-app messaging?recommendation	Braze 8 source URLs`b5a57d8f`	No selected brand 0 source URLs`37a282c6`	Braze 7 source URLs`41800bbe`
04 Recommend a marketing platform for an ecommerce brand that needs customer profiles, segmentation, product events, email, SMS, and revenue attribution.recommendation	No selected brand 6 source URLs`f20d6564`	No selected brand 5 source URLs`93c30f97`	No selected brand 7 source URLs`f595de9d`
05 Which marketing automation platforms best support a global enterprise with multiple brands, regions, business units, and governance requirements?recommendation	HubSpot Marketing Hub · C1Adobe Marketo EngageSalesforce Marketing CloudBraze · C1 6 source URLs`2b8d9ba0`	No selected brand 0 source URLs`3be3a0ec`	HubSpot Marketing Hub · C1Adobe Marketo EngageSalesforce Marketing CloudBraze · C1 9 source URLs`0085305d`
06 Recommend a marketing automation tool for a small business that needs simple campaigns, CRM context, forms, segmentation, and transparent pricing.recommendation	HubSpot Marketing Hub 3 source URLs`2ad7bda4`	No selected brand 0 source URLs`488eff6f`	HubSpot Marketing HubSalesforce Marketing Cloud · C1 6 source URLs`febeca40`
07 Which marketing platforms are strongest for real-time customer data, predictive segmentation, personalization, experimentation, and decisioning?recommendation	Salesforce Marketing CloudBraze 6 source URLs`7cf274e2`	No selected brand 0 source URLs`b6ddb3f6`	Adobe Marketo Engage · C1Braze · C1 8 source URLs`161bcd7e`
08 Which marketing automation platforms provide the strongest governed AI assistance for content, campaigns, audiences, and optimization?recommendation	Adobe Marketo EngageSalesforce Marketing Cloud · C1 5 source URLs`bc7952fd`	No selected brand 0 source URLs`98ae81fb`	Adobe Marketo EngageSalesforce Marketing Cloud 9 source URLs`7e0450ce`
09 Compare marketing automation platforms on channels, segmentation, journeys, data, attribution, AI, integrations, governance, and support.commercial	Adobe Marketo EngageSalesforce Marketing Cloud 5 source URLs`62174f0f`	No selected brand 0 source URLs`dc3a53e6`	Adobe Marketo EngageBraze · C1 9 source URLs`c8cd3a72`
10 How should a buyer compare marketing automation pricing across contacts, messages, profiles, channels, data usage, and premium modules?commercial	HubSpot Marketing Hub · C1 10 source URLs`77351308`	No selected brand 0 source URLs`e631c21c`	No selected brand 9 source URLs`dd24670a`
11 Create a proof-of-concept scorecard for marketing platforms covering campaign speed, deliverability, personalization, attribution, adoption, and administration.commercial	No selected brand 0 source URLs`140dc189`	No selected brand 0 source URLs`d174ec4f`	No selected brand 2 source URLs`a2684a09`
12 Compare marketing automation vendors on multi-touch attribution, incrementality, offline conversion data, reporting, and warehouse access.commercial	No selected brand 5 source URLs`f39f3573`	No selected brand 0 source URLs`03dab967`	No selected brand 6 source URLs`979c7ae5`
13 Which criteria expose data portability, migration complexity, and lock-in risk when choosing a marketing automation platform?commercial	No selected brand 7 source URLs`06805e4f`	No selected brand 0 source URLs`1239baab`	No selected brand 7 source URLs`e37752db`
14 Compare marketing platforms on consent, identity, encryption, auditability, residency, suppression, retention, and privacy compliance.commercial	No selected brand 9 source URLs`6aec617e`	No selected brand 0 source URLs`89c1484b`	No selected brand 8 source URLs`b903a77c`
15 Create a shortlist of marketing automation vendors for a global company consolidating B2B and B2C lifecycle engagement.commercial	Adobe Marketo Engage 6 source URLs`656d0510`	No selected brand 0 source URLs`b9c356c6`	HubSpot Marketing HubAdobe Marketo EngageSalesforce Marketing Cloud · C1 8 source URLs`41c0647a`
16 When should a company consolidate CRM, customer data, journeys, content, messaging, experimentation, and attribution on one marketing platform?commercial	No selected brand 8 source URLs`07960b02`	No selected brand 0 source URLs`e8e22036`	Salesforce Marketing Cloud · C1 9 source URLs`8262055a`

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
6sense.com ↗	8	1	2	#1
insiderone.com ↗	6	5	2	#1
salesforce.com ↗	5	4	2	#1
klaviyo.com ↗	5	2	2	#1
infobip.com ↗	5	2	2	#4
braze.com ↗	4	4	2	#1
zapier.com ↗	4	1	2	#1
crm.org ↗	4	1	2	#2
aidigital.com ↗	3	3	1	#1
improvado.io ↗	3	3	2	#4
kanerika.com ↗	3	2	2	#1
gartner.com ↗	3	2	1	#4
medium.com ↗	2	4	1	#2
funnel.io ↗	2	2	2	#1
linkedin.com ↗	2	2	2	#1
monday.com ↗	2	2	1	#2
youtube.com ↗	2	2	1	#2
cdp.com ↗	2	2	1	#3
maestra.io ↗	2	2	2	#3
hubspot.com ↗	2	2	1	#4

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.

marketing-automation-platforms-2026-07-27 / 4-marketing-automation-platforms-2026-07-27-models-64232fd32583

Published rank: #6
Score: 88.889 percent
Sample size: 3

100% confidence · 100% component coverage · as of Aug 17, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

7/7 evidenced

All components available · 1 evidence record each

Components contributing to Compare marketing automation platforms on channels, segmentation, journeys, data, attribution, AI, integrations, governance, and support.'s rank
Component	Value	Weight	Contribution
public prompt brand presence events	8	0%	—
public prompt citation urls	13	0%	—
public prompt distinct reviewed brands	6	0%	—
public prompt engine disagreement	88.888889	100%	88.889
public prompt leading brand consensus	66.666667	0%	—
public prompt leading brand owned citation coverage	33.333333	0%	—
public prompt leading brand owned citation gap	33.333334	0%	—

WHY IT MOVED

up since prior snapshot

+4 ranks

public prompt leading brand owned citation gap100 → 33.333
-66.667
public prompt leading brand owned citation coverage0 → 33.333
+33.333
public prompt leading brand consensus100 → 66.667
-33.333
public prompt engine disagreement57.143 → 88.889
+31.746
public prompt brand presence events13 → 8
-5
public prompt citation urls17 → 13
-4
public prompt distinct reviewed brands8 → 6
-2

PRIMARY EVIDENCE

Source trail

7 public records

Reviewed-brand presence eventspublic prompt brand presence events · observed Aug 17, 2026, 12:00 AM UTC8 presence_events100% confidence
Source
Rank.ai Marketing Automation Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"marketing-automation-buying-criteria","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["ebbb763e-bb10-4721-a0b8-7198347942e1","0f56cdfa-a954-4366-b0f2-3b1a0fd5d7ce","e9d24650-6a2c-4269-bf10-be4d4e666693"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct citation URLspublic prompt citation urls · observed Aug 17, 2026, 12:00 AM UTC13 urls100% confidence
Source
Rank.ai Marketing Automation Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"marketing-automation-buying-criteria","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["ebbb763e-bb10-4721-a0b8-7198347942e1","0f56cdfa-a954-4366-b0f2-3b1a0fd5d7ce","e9d24650-6a2c-4269-bf10-be4d4e666693"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Aug 17, 2026, 12:00 AM UTC6 brands100% confidence
Source
Rank.ai Marketing Automation Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"marketing-automation-buying-criteria","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["ebbb763e-bb10-4721-a0b8-7198347942e1","0f56cdfa-a954-4366-b0f2-3b1a0fd5d7ce","e9d24650-6a2c-4269-bf10-be4d4e666693"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Cross-engine brand disagreementpublic prompt engine disagreement · observed Aug 17, 2026, 12:00 AM UTC88.889 percent100% confidence
Source
Rank.ai Marketing Automation Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"marketing-automation-buying-criteria","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["ebbb763e-bb10-4721-a0b8-7198347942e1","0f56cdfa-a954-4366-b0f2-3b1a0fd5d7ce","e9d24650-6a2c-4269-bf10-be4d4e666693"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand engine consensuspublic prompt leading brand consensus · observed Aug 17, 2026, 12:00 AM UTC66.667 percent100% confidence
Source
Rank.ai Marketing Automation Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"marketing-automation-buying-criteria","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["ebbb763e-bb10-4721-a0b8-7198347942e1","0f56cdfa-a954-4366-b0f2-3b1a0fd5d7ce","e9d24650-6a2c-4269-bf10-be4d4e666693"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Aug 17, 2026, 12:00 AM UTC33.333 percent100% confidence
Source
Rank.ai Marketing Automation Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"marketing-automation-buying-criteria","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["ebbb763e-bb10-4721-a0b8-7198347942e1","0f56cdfa-a954-4366-b0f2-3b1a0fd5d7ce","e9d24650-6a2c-4269-bf10-be4d4e666693"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Aug 17, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
Source
Rank.ai Marketing Automation Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"marketing-automation-buying-criteria","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["ebbb763e-bb10-4721-a0b8-7198347942e1","0f56cdfa-a954-4366-b0f2-3b1a0fd5d7ce","e9d24650-6a2c-4269-bf10-be4d4e666693"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗

Cite this data

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

Plain textMarketing Automation Engine Disagreement by Prompt. Rank.ai, data as of August 17, 2026. https://www.rank.ai/rankings/marketing-automation/marketing-automation-platforms-prompt-engine-disagreement
HTML<a href="https://www.rank.ai/rankings/marketing-automation/marketing-automation-platforms-prompt-engine-disagreement">Marketing Automation Engine Disagreement by Prompt</a> — Rank.ai, data as of August 17, 2026
Markdown[Marketing Automation Engine Disagreement by Prompt](https://www.rank.ai/rankings/marketing-automation/marketing-automation-platforms-prompt-engine-disagreement) — Rank.ai, data as of August 17, 2026
APARank.ai. (2026). Marketing Automation Engine Disagreement by Prompt. Retrieved August 26, 2026, from https://www.rank.ai/rankings/marketing-automation/marketing-automation-platforms-prompt-engine-disagreement

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<p style="font-size:12px">Source: <a href="https://www.rank.ai/rankings/marketing-automation/marketing-automation-platforms-prompt-engine-disagreement">Marketing Automation Engine Disagreement by Prompt</a> by Rank.ai</p>

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Marketing Automation engine disagreement by prompt

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view

Compare marketing automation platforms on channels, segmentation, journeys, data, attribution, AI, integrations, governance, and support.

Component ledger

up since prior snapshot

Source trail

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Prompt × engine matrix

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