12/12 entities84 observations1 sourceupdated Aug 3, 2026, 12:00 AM UTCdailymethodology →CSV / JSON

As of

n=3 per cell · 100% confidence across rows.

12 rows

AI Visibility Platforms Engine Disagreement by Prompt current rankings
Rank	Entity	Cross-engine brand disagreement	Public Prompt Brand Presence Events	Public Prompt Citation Urls	Public Prompt Distinct Reviewed Brands	Change	Explain
01	How much does an AI search visibility platform typically cost for one brand?prompt	100.0%	3	17	3	7	Run this prompt Why this rank
02	Which software is best for comparing competitor share of voice across answer engines?prompt	91.7%	5	14	4	7	Run this prompt Why this rank
03	Which AI visibility platform is best for an agency managing multiple client brands?prompt	88.9%	4	11	3	8	Run this prompt Why this rank
04	Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.prompt	88.9%	4	6	3		Run this prompt Why this rank
05	Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.prompt	88.9%	4	13	3		Run this prompt Why this rank
06	What is the best tool for analyzing the citations and sources that influence AI search responses?prompt	86.7%	7	9	5	4	Run this prompt Why this rank
07	Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants.prompt	83.3%	3	9	2	4	Run this prompt Why this rank
08	Recommend a platform that combines traditional SEO workflows with generative-search visibility.prompt	83.3%	3	6	2	2	Run this prompt Why this rank
09	Recommend an enterprise-grade answer-engine optimization platform with dashboards, alerts, and governance.prompt	75.0%	7	12	4	2	Run this prompt Why this rank
10	What are the best enterprise platforms for tracking brand visibility in AI-generated answers?prompt	66.7%	6	14	3		Run this prompt Why this rank
11	Which features matter most when buying software to measure brand presence in AI-generated answers?prompt	66.7%	2	14	2	10	Run this prompt Why this rank
12	How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?prompt	0.0%	0	9	0		Run this prompt Viewing why

Primary brandPrompt intentAnswer enginePrompt contains

Run live test

Answer presence2.8%1/36 filtered answers mention or cite Rank.ai

Selected-set share5.0%Share of answer-presences among the compared brands, not market share

Owned citation answers11 answer-level URL signals on reviewed owned domains

Engine breadth1/3Engines 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
Profoundtryprofound.com	33.3%12/36	+30.6 pp	60.0%	12	6	6	3/3
Peec AIpeec.ai	13.9%5/36	+11.1 pp	25.0%	5	0	0	3/3
Scrunchscrunch.com	5.6%2/36	+2.8 pp	10.0%	3	2	2	2/3
Rank.airank.ai	2.8%1/36	BASE	5.0%	1	1	1	1/3

ANSWER-LEVEL OBSERVATIONS

Prompt × engine matrix

12 prompts · 36 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 What are the best enterprise platforms for tracking brand visibility in AI-generated answers?recommendation	Profound 6 source URLs`67341cdd`	No selected brand 0 source URLs`96e05f96`	Profound · C1 8 source URLs`a0856024`
02 Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants.recommendation	Peec AI 5 source URLs`a1bfea79`	No selected brand 0 source URLs`6c6f53d6`	Peec AI 5 source URLs`e7ea9f68`
03 Which software is best for comparing competitor share of voice across answer engines?recommendation	No selected brand 6 source URLs`6a22159b`	No selected brand 0 source URLs`fb3fdf21`	Rank.ai · C1ProfoundPeec AI 9 source URLs`e6e1b2c7`
04 Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.recommendation	ProfoundPeec AI 3 source URLs`efd5fb76`	No selected brand 0 source URLs`d60905b5`	No selected brand 4 source URLs`d052a053`
05 What is the best tool for analyzing the citations and sources that influence AI search responses?recommendation	No selected brand 6 source URLs`b13fef8f`	Profound 6 source URLs`48c4bff8`	No selected brand 0 source URLs`8bdeca14`
06 Recommend an enterprise-grade answer-engine optimization platform with dashboards, alerts, and governance.recommendation	Profound · C1Scrunch · C1 6 source URLs`76cd60b4`	No selected brand 0 source URLs`4ba99cff`	ProfoundScrunch · C1 7 source URLs`351c60fd`
07 Which AI visibility platform is best for an agency managing multiple client brands?recommendation	No selected brand 6 source URLs`338b6292`	ProfoundPeec AI 6 source URLs`e14e0402`	No selected brand 0 source URLs`427a6edf`
08 Recommend a platform that combines traditional SEO workflows with generative-search visibility.recommendation	Profound · C1 3 source URLs`f4c75542`	No selected brand 3 source URLs`dcb5ef82`	No selected brand 0 source URLs`a10b2534`
09 How much does an AI search visibility platform typically cost for one brand?commercial	Profound · C1 5 source URLs`6c8f5484`	No selected brand 7 source URLs`eea7693a`	No selected brand 6 source URLs`84342fd2`
10 Which features matter most when buying software to measure brand presence in AI-generated answers?commercial	No selected brand 6 source URLs`bc951992`	No selected brand 0 source URLs`b0234588`	No selected brand 8 source URLs`1c69fe60`
11 Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.commercial	Profound · C1 6 source URLs`625f5dcb`	No selected brand 0 source URLs`cf0c0bc1`	Profound · C1 7 source URLs`972db043`
12 How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?commercial	No selected brand 6 source URLs`6baead65`	No selected brand 0 source URLs`96f0df1e`	No selected brand 3 source URLs`c9019fba`

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
tryprofound.com ↗	6	5	2	#1
linkedin.com ↗	5	4	3	#1
otterly.ai ↗	5	3	3	#4
reddit.com ↗	4	4	3	#4
frase.io ↗	3	3	3	#1
youtube.com ↗	3	3	3	#1
useomnia.com ↗	3	2	3	#1
blog.hubspot.com ↗	3	2	2	#2
siftly.ai ↗	3	2	3	#2
amplitude.com ↗	3	1	2	#1
cognizo.ai ↗	2	2	2	#1
mybrandi.ai ↗	2	2	1	#1
yotpo.com ↗	2	2	2	#1
semrush.com ↗	2	2	2	#2
therankmasters.com ↗	2	2	1	#2
alhena.ai ↗	2	2	1	#3
rankprompt.com ↗	2	1	2	#1
sitepoint.com ↗	2	1	2	#1
usegrowthos.com ↗	2	1	2	#2
gumloop.com ↗	2	1	2	#3

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.

ai-search-visibility-platforms-2026-07-27 / 4-ai-search-visibility-platforms-2026-07-27-models-64232fd32583

Published rank: #12
Score: 0 presence_events
Sample size: 3

100% confidence · 100% component coverage · as of Aug 3, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

7/7 evidenced

All components available · 1 evidence record each

Components contributing to How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?'s rank
Component	Value	Weight	Contribution
public prompt brand presence events	0	0%	—
public prompt citation urls	9	0%	—
public prompt distinct reviewed brands	0	0%	—
public prompt engine disagreement	0	100%	0
public prompt leading brand consensus	0	0%	—
public prompt leading brand owned citation coverage	0	0%	—
public prompt leading brand owned citation gap	0	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 3, 2026, 12:00 AM UTC0 presence_events100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct citation URLspublic prompt citation urls · observed Aug 3, 2026, 12:00 AM UTC9 urls100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Aug 3, 2026, 12:00 AM UTC0 brands100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Cross-engine brand disagreementpublic prompt engine disagreement · observed Aug 3, 2026, 12:00 AM UTC0 percent100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand engine consensuspublic prompt leading brand consensus · observed Aug 3, 2026, 12:00 AM UTC0 percent100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Aug 3, 2026, 12:00 AM UTC0 percent100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Aug 3, 2026, 12:00 AM UTC0 percentage_points100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["5b8a81bc-24f8-4d4c-8c6f-8e57b5efce16","b120bcf4-4cfb-44cf-baab-256daa5af594","c6a5a2f0-e415-4fcc-af35-4e713a955ad4"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗

Get 10 Free
AI-Generated Articles

AI Visibility Platforms Engine Disagreement by Prompt

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view

How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?

Component ledger

flat since prior snapshot

Source trail

More in AI visibility platforms

Local SEO

AI Visibility

Content

Tools & Free

Resources

Company

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view