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AI Visibility · United States Engine Disagreement by Prompt | Rank.ai

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AI Visibility · United States Engine Disagreement by Prompt

Ranks AI Visibility · United States prompts by how differently the configured engines surface the reviewed brand universe.

Coverage: 12 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 brandsMinimum citation opportunity

12of 12 rows

AI Visibility · United States 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	Public Prompt Leading Brand Owned Citation Coverage	Public Prompt Leading Brand Owned Citation Gap	Confidence	N	Change	Trend	Explain
01	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?prompt	Leading reviewed brand: Conductor	100.0%	3	19	3	33.33%	33.33%	0	100%	3	—	—	Run this prompt Viewing why
02	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. What is the best tool for analyzing the citations and sources that influence AI search responses?prompt	Leading reviewed brand: Otterly AI	100.0%	2	11	2	33.33%	0%	33.3	100%	3	—	—	Run this prompt Why this rank
03	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Which features matter most when buying software to measure brand presence in AI-generated answers?prompt	Leading reviewed brand: HubSpot AEO	100.0%	2	22	2	33.33%	33.33%	0	100%	3	—	—	Run this prompt Why this rank
04	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants.prompt	Leading reviewed brand: Peec AI	91.7%	5	13	4	66.67%	0%	66.7	100%	3	—	—	Run this prompt Why this rank
05	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Recommend an enterprise-grade answer-engine optimization platform with dashboards, alerts, and governance.prompt	Leading reviewed brand: Profound	66.7%	8	14	5	100%	66.67%	33.3	100%	3	—	—	Run this prompt Why this rank
06	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.prompt	Leading reviewed brand: Evertune	66.7%	4	14	3	66.67%	66.67%	0	100%	3	—	—	Run this prompt Why this rank
07	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. How much does an AI search visibility platform typically cost for one brand?prompt	Leading reviewed brand: AthenaHQ	66.7%	3	17	3	33.33%	0%	33.3	100%	3	—	—	Run this prompt Why this rank
08	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. What are the best enterprise platforms for tracking brand visibility in AI-generated answers?prompt	Leading reviewed brand: Semrush	60.0%	9	20	5	100%	0%	100	100%	3	—	—	Run this prompt Why this rank
09	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.prompt	Leading reviewed brand: Profound	57.9%	12	19	7	100%	33.33%	66.7	100%	3	—	—	Run this prompt Why this rank
10	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Which AI visibility platform is best for an agency managing multiple client brands?prompt	Leading reviewed brand: Otterly AI	44.4%	6	15	3	100%	100%	0	100%	3	—	—	Run this prompt Why this rank
11	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Recommend a platform that combines traditional SEO workflows with generative-search visibility.prompt	Leading reviewed brand: Semrush	33.3%	4	12	2	100%	33.33%	66.7	100%	3	—	—	Run this prompt Why this rank
12	Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Which software is best for comparing competitor share of voice across answer engines?prompt	Leading reviewed brand: HubSpot AEO	0.0%	6	11	2	100%	66.67%	33.3	100%	3	—	—	Run this prompt Why this rank

Some explanation inputs are unavailable Missing: comparablePriorRanking.

Published rank: #1
Score: 100 percent
Overall confidence: 100%
Coverage: 100%
Sample size: 3
As of: Jul 27, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

7/7 evidenced

Components contributing to Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?'s rank
Component	Value	Weight	Contribution	Evidence	Status
public prompt brand presence events	3	0%	—	1	available
public prompt citation urls	19

public prompt distinct reviewed brands	3	0%	—	1	available

public prompt engine disagreement	100	100%	100	1	available

public prompt leading brand consensus	33.333333	0%	—	1	available

public prompt leading brand owned citation coverage	33.333333	0%	—	1	available

public prompt leading brand owned citation gap	0	0%	—	1	available

PRIMARY EVIDENCE

Source trail

7 public records

Reviewed-brand presence eventspublic prompt brand presence events · observed Jul 27, 2026, 12:00 AM UTC3 presence_events100% confidence
Source
Rank.ai AI Visibility · United States Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8ae09447-bd04-4a6d-86e1-45e8c2512049","b9f0e7d5-8dc0-4019-ae1c-a17e2a56d770","6af36001-27ae-40d1-8552-04967e264235"],"parentSnapshotId":"292fad0b-c72e-4b72-b160-1ee895ad0dc4","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct citation URLspublic prompt citation urls · observed Jul 27, 2026, 12:00 AM UTC19 urls100% confidence
Source
Rank.ai AI Visibility · United States Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8ae09447-bd04-4a6d-86e1-45e8c2512049","b9f0e7d5-8dc0-4019-ae1c-a17e2a56d770","6af36001-27ae-40d1-8552-04967e264235"],"parentSnapshotId":"292fad0b-c72e-4b72-b160-1ee895ad0dc4","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Jul 27, 2026, 12:00 AM UTC3 brands100% confidence
Source
Rank.ai AI Visibility · United States Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8ae09447-bd04-4a6d-86e1-45e8c2512049","b9f0e7d5-8dc0-4019-ae1c-a17e2a56d770","6af36001-27ae-40d1-8552-04967e264235"],"parentSnapshotId":"292fad0b-c72e-4b72-b160-1ee895ad0dc4","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Cross-engine brand disagreementpublic prompt engine disagreement · observed Jul 27, 2026, 12:00 AM UTC100 percent100% confidence
Source
Rank.ai AI Visibility · United States Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8ae09447-bd04-4a6d-86e1-45e8c2512049","b9f0e7d5-8dc0-4019-ae1c-a17e2a56d770","6af36001-27ae-40d1-8552-04967e264235"],"parentSnapshotId":"292fad0b-c72e-4b72-b160-1ee895ad0dc4","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand engine consensuspublic prompt leading brand consensus · observed Jul 27, 2026, 12:00 AM UTC33.333 percent100% confidence
Source
Rank.ai AI Visibility · United States Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8ae09447-bd04-4a6d-86e1-45e8c2512049","b9f0e7d5-8dc0-4019-ae1c-a17e2a56d770","6af36001-27ae-40d1-8552-04967e264235"],"parentSnapshotId":"292fad0b-c72e-4b72-b160-1ee895ad0dc4","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Jul 27, 2026, 12:00 AM UTC33.333 percent100% confidence
Source
Rank.ai AI Visibility · United States Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8ae09447-bd04-4a6d-86e1-45e8c2512049","b9f0e7d5-8dc0-4019-ae1c-a17e2a56d770","6af36001-27ae-40d1-8552-04967e264235"],"parentSnapshotId":"292fad0b-c72e-4b72-b160-1ee895ad0dc4","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Jul 27, 2026, 12:00 AM UTC0 percentage_points100% confidence
Source
Rank.ai AI Visibility · United States Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"evaluate-ai-visibility-data-quality","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8ae09447-bd04-4a6d-86e1-45e8c2512049","b9f0e7d5-8dc0-4019-ae1c-a17e2a56d770","6af36001-27ae-40d1-8552-04967e264235"],"parentSnapshotId":"292fad0b-c72e-4b72-b160-1ee895ad0dc4","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗