SYNCING VERIFIED SOURCES

Loading ranking table…

Loading the latest published snapshot and its supporting evidence.

AI Visibility · In-house SEO/AEO Lead Engine Disagreement by Prompt | Rank.ai

RANK.AI DATA / Latest

AI Visibility · In-house SEO/AEO Lead Engine Disagreement by Prompt

Ranks AI Visibility · In-house SEO/AEO Lead prompts by how differently the configured engines surface the reviewed brand universe.

Coverage: 12 entities
Confidence: 100%
Freshness: current
Export: CSV / JSON

PUBLIC VIEW / NO LOGINTrack this exact boardFilters and comparisons stay in the URL. Bookmark it, share it, or follow verified snapshot changes.

Follow changes

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 · In-house SEO/AEO Lead 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	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Which features matter most when buying software to measure brand presence in AI-generated answers?prompt	Leading reviewed brand: Conductor	100.0%	3	15	3	33.33%	33.33%	0	100%	3	—	—	Run this prompt Viewing why
02	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. How much does an AI search visibility platform typically cost for one brand?prompt	Leading reviewed brand: Otterly AI	77.8%	5	15	3	66.67%	0%	66.7	100%	3	—	—	Run this prompt Why this rank
03	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend a platform that combines traditional SEO workflows with generative-search visibility.prompt	Leading reviewed brand: Semrush	72.2%	5	19	3	66.67%	0%	66.7	100%	3	—	—	Run this prompt Why this rank
04	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.prompt	Leading reviewed brand: Profound	65.6%	10	20	6	100%	66.67%	33.3	100%	3	—	—	Run this prompt Why this rank
05	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.prompt	Leading reviewed brand: Profound	63.9%	6	14	4	100%	66.67%	33.3	100%	3	—	—	Run this prompt Why this rank
06	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. What are the best platforms for tracking brand visibility in AI-generated answers?prompt	Leading reviewed brand: Profound	61.9%	13	18	7	100%	66.67%	33.3	100%	3	—	—	Run this prompt Why this rank
07	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Which AI visibility platform best fits this buyer's workflow, reporting, and account-management needs?prompt	Leading reviewed brand: Profound	58.3%	7	21	4	100%	33.33%	66.7	100%	3	—	—	Run this prompt Why this rank
08	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Which software is best for comparing competitor share of voice across answer engines?prompt	Leading reviewed brand: HubSpot AEO	58.3%	7	16	4	100%	100%	0	100%	3	—	—	Run this prompt Why this rank
09	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. What is the best tool for analyzing the citations and sources that influence AI search responses?prompt	Leading reviewed brand: HubSpot AEO	53.3%	11	23	5	100%	66.67%	33.3	100%	3	—	—	Run this prompt Why this rank
10	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.prompt	Leading reviewed brand: Profound	52.2%	11	17	6	100%	66.67%	33.3	100%	3	—	—	Run this prompt Why this rank
11	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend an AI visibility platform that fits this buyer's budget and operating constraints.prompt	Leading reviewed brand: Profound	44.4%	7	18	3	100%	100%	0	100%	3	—	—	Run this prompt Why this rank
12	Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?prompt	Leading reviewed brand: none surfaced	0.0%	0	12	0	0%	0%	0	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 Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Which features matter most when buying software to measure brand presence in AI-generated answers?'s rank
Component	Value	Weight	Contribution	Evidence	Status
public prompt brand presence events	3	0%	—	1	available
public prompt citation urls	15	0%

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 · In-house SEO/AEO Lead Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-buying-criteria","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["86500188-21aa-4296-92d6-1867ac1f4b05","30845165-afec-4f74-9b2b-46a769476d64","d08281f6-084b-4207-9cb8-17287496e0d2"],"parentSnapshotId":"becb35a9-f3da-42ec-a503-1eb5dd5928bd","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct citation URLspublic prompt citation urls · observed Jul 27, 2026, 12:00 AM UTC15 urls100% confidence
Source
Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-buying-criteria","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["86500188-21aa-4296-92d6-1867ac1f4b05","30845165-afec-4f74-9b2b-46a769476d64","d08281f6-084b-4207-9cb8-17287496e0d2"],"parentSnapshotId":"becb35a9-f3da-42ec-a503-1eb5dd5928bd","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 · In-house SEO/AEO Lead Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-buying-criteria","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["86500188-21aa-4296-92d6-1867ac1f4b05","30845165-afec-4f74-9b2b-46a769476d64","d08281f6-084b-4207-9cb8-17287496e0d2"],"parentSnapshotId":"becb35a9-f3da-42ec-a503-1eb5dd5928bd","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 · In-house SEO/AEO Lead Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-buying-criteria","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["86500188-21aa-4296-92d6-1867ac1f4b05","30845165-afec-4f74-9b2b-46a769476d64","d08281f6-084b-4207-9cb8-17287496e0d2"],"parentSnapshotId":"becb35a9-f3da-42ec-a503-1eb5dd5928bd","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 · In-house SEO/AEO Lead Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-buying-criteria","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["86500188-21aa-4296-92d6-1867ac1f4b05","30845165-afec-4f74-9b2b-46a769476d64","d08281f6-084b-4207-9cb8-17287496e0d2"],"parentSnapshotId":"becb35a9-f3da-42ec-a503-1eb5dd5928bd","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 · In-house SEO/AEO Lead Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-buying-criteria","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["86500188-21aa-4296-92d6-1867ac1f4b05","30845165-afec-4f74-9b2b-46a769476d64","d08281f6-084b-4207-9cb8-17287496e0d2"],"parentSnapshotId":"becb35a9-f3da-42ec-a503-1eb5dd5928bd","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 · In-house SEO/AEO Lead Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-buying-criteria","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["86500188-21aa-4296-92d6-1867ac1f4b05","30845165-afec-4f74-9b2b-46a769476d64","d08281f6-084b-4207-9cb8-17287496e0d2"],"parentSnapshotId":"becb35a9-f3da-42ec-a503-1eb5dd5928bd","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗