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Rank.ai Index

AI visibility · Agency Owner prompt brand leaders

12 prompts ranked by how many of the three model APIs name the same leader.
Recorded Oct 17, 2026Rotating scheduleSource: Rank.ai's prompt benchmark: fixed buying questions put to the OpenAI, Anthropic and Google model APIs, with Rank.ai's web searchHow this board is measuredCSV / JSON

66.7%

Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. What is the best tool for analyzing the citations and sources that influence AI search responses? ranks first

Leading brand engine consensus

12

Prompts ranked

Oct 17

Snapshot recorded

2026 · Rotating schedule

3

Answers behind each row

From the OpenAI, Anthropic and Google model APIs

All 12 prompts by leading brand engine consensus

Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. What is the best tool for analyzing the citations and sources that influence AI search responses? leads at 66.7%; the middle of the board sits at 33.3%.

Ahead of second place
0%
Held by the top three
50%
Middle of the board
33.3%
Below half the leader
9 of 12
Rank, name and leading brand engine consensusMiddle 33.3%
  1. 1Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. What is the best tool for analyzing the citations and sources that influence AI search responses?66.7%
  2. 2Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend an AI visibility platform that fits this buyer's budget and operating constraints.66.7%
  3. 3Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Which AI visibility platform best fits this buyer's workflow, reporting, and account-management needs?66.7%
  4. 4Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. What are the best platforms for tracking brand visibility in AI-generated answers?33.3%
  5. 5Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. How much does an AI search visibility platform typically cost for one brand?33.3%
  6. 6Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend a platform that combines traditional SEO workflows with generative-search visibility.33.3%
  7. 7Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Which software is best for comparing competitor share of voice across answer engines?33.3%
  8. 8Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?33.3%
  9. 9Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.33.3%
  10. 10Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Which features matter most when buying software to measure brand presence in AI-generated answers?0.0%
  11. 11Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.0.0%
  12. 12Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.0.0%

The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.

leading brand owned citation coverage: 0 on 8 of 12 rows · leading brand owned citation gap: 0 on 7 of 12 rows · 3 checks behind each row.

AI visibility · Agency Owner prompt brand leaders current rankings
RankNameLeading brand engine consensusPresence eventsCitation URLSDistinct reviewed brandsChangeWhy
01Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. What is the best tool for analyzing the citations and sources that influence AI search responses?66.7%4103 4ShowingRun it
02Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend an AI visibility platform that fits this buyer's budget and operating constraints.66.7%7135 8This rankRun it
03Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Which AI visibility platform best fits this buyer's workflow, reporting, and account-management needs?66.7%795 1This rankRun it
04Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. What are the best platforms for tracking brand visibility in AI-generated answers?33.3%5145 2This rankRun it
05Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. How much does an AI search visibility platform typically cost for one brand?33.3%2142 4This rankRun it
06Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend a platform that combines traditional SEO workflows with generative-search visibility.33.3%232 3This rankRun it
07Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Which software is best for comparing competitor share of voice across answer engines?33.3%393 1This rankRun it
08Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?33.3%292 4This rankRun it
09Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.33.3%171 2This rankRun it
10Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Which features matter most when buying software to measure brand presence in AI-generated answers?0.0%060 3This rankRun it
11Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.0.0%050 2This rankRun it
12Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.0.0%080 6This rankRun it

Why this rank

Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. What is the best tool for analyzing the citations and sources that influence AI search responses? on AI Visibility · Agency Owner Prompt Brand Leaders

Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.

1

Rank on this board

66.667 percent

Score

3

Answers behind the score

100% confidence · 1 of 1 components evidenced

What the score is built from

1 of 1 evidenced

Every component evidenced · 1 evidence record each

Components of Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. What is the best tool for analyzing the citations and sources that influence AI search responses?'s score
ComponentValueContribution
Leading brand consensus66.66666766.667

Moved up since the previous snapshot

+4 places
  1. Leading brand owned citation coverage0 to 66.667
    +66.667
  2. Leading brand consensus33.333 to 66.667
    +33.333
  3. Leading brand owned citation gap33.333 to 0
    -33.333
  4. Engine disagreement100 to 88.889
    -11.111
  5. Citation URLS13 to 10
    -3
  6. Distinct reviewed brands6 to 3
    -3
  7. Presence events6 to 4
    -2

Where each number comes from

7 public records
  • Reviewed-brand presence eventsPresence events · observed Oct 17, 2026, 12:00 AM UTC4 presence_events100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct citation URLsCitation URLS · observed Oct 17, 2026, 12:00 AM UTC10 urls100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct reviewed brands surfacedDistinct reviewed brands · observed Oct 17, 2026, 12:00 AM UTC3 brands100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Cross-engine brand disagreementEngine disagreement · observed Oct 17, 2026, 12:00 AM UTC88.889 percent100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand engine consensusLeading brand consensus · observed Oct 17, 2026, 12:00 AM UTC66.667 percent100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Oct 17, 2026, 12:00 AM UTC66.667 percent100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Oct 17, 2026, 12:00 AM UTC0 percentage_points100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
    Open the source
Public AI Visibility · Agency Owner prompt leaders, engine disagreement, and citation opportunity, version 2-parent-b5955dacfab0d77184 observations · 1 source · quality passed
Snapshot
08445731-8c98-4ce4-b761-3181509d5193
Data hash
bf6db287f025a56e7d536b991ff40ee02a58f8c62797854ebdf6fb2ce32985ce
Method hash
0866ea93eaafd0239e1063a9e79a1676df649ca2a6035b6adcc7fc2dfa070cca

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

  • Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
  • Who gets namedEvery competitor in the answers, most named first.
  • The pages AI readsThe sources behind each answer.
  • Three fixesWhat to fix first, with a brief for the first article.