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Rank.ai Index

AI visibility · Agency Owner prompt citation Opportunities

12 prompts ranked by how far the leader is named without its own site being cited.
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

66.667 percentage_points

Answer 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? ranks first

Leading brand owned citation opportunity

12

Prompts ranked

Oct 17

Snapshot recorded

2026 · Rotating schedule

3

Answers behind each row

From the OpenAI, Anthropic and Google model APIs

Follow changes

All 12 prompts by leading brand owned citation opportunity

Answer 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? leads at 66.667 percentage_points; the middle of the board sits at 0.

Ahead of second place
33.3
Held by the top three
67%
Middle of the board
0
Below half the leader
11 of 12
Rank, name and leading brand owned citation opportunityMiddle 0
  1. 1Answer 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?66.667 percentage_points
  2. 2Answer 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?33.333 percentage_points
  3. 3Answer 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?33.333 percentage_points
  4. 4Answer 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.33.333 percentage_points
  5. 5Answer 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.33.333 percentage_points
  6. 6Answer 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?0 percentage_points
  7. 7Answer 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.0 percentage_points
  8. 8Answer 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?0 percentage_points
  9. 9Answer 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?0 percentage_points
  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 percentage_points
  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 percentage_points
  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 percentage_points

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 · 3 checks behind each row · 100% confidence across rows.

AI visibility · Agency Owner prompt citation Opportunities current rankings
RankNameLeading brand owned citation opportunityPresence eventsCitation URLSDistinct reviewed brandsChangeWhy
01Answer 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?66.667 percentage_points795 This rankRun it
02Answer 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?33.333 percentage_points5145 5This rankRun it
03Answer 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?33.333 percentage_points2142 1This rankRun it
04Answer 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.33.333 percentage_points232 1This rankRun it
05Answer 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.33.333 percentage_points171 1This rankRun it
06Answer 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?0 percentage_points4103 2This rankRun it
07Answer 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.0 percentage_points7135 2This rankRun it
08Answer 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?0 percentage_points393 2This rankRun it
09Answer 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?0 percentage_points292 3This 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 percentage_points060 1This 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 percentage_points050 ShowingRun 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 percentage_points080 4This rankRun it

Why this rank

Answer 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. on AI Visibility · Agency Owner Prompt Citation Opportunities

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

11

Rank on this board

0 presence_events

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. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.'s score
ComponentValueContribution
Leading brand owned citation gap00

Unchanged since the previous snapshot

No change in rank

No component moved since the previous snapshot.

Where each number comes from

7 public records
  • Reviewed-brand presence eventsPresence events · observed Oct 17, 2026, 12:00 AM UTC0 presence_events100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["a0f4ac96-ce24-4ced-b48d-490e4d559ec9","ef0e9cc7-4cea-48ec-80e3-10f71981bd68","ecd83e40-498c-436e-a510-d62c1fd95312"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct citation URLsCitation URLS · observed Oct 17, 2026, 12:00 AM UTC5 urls100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["a0f4ac96-ce24-4ced-b48d-490e4d559ec9","ef0e9cc7-4cea-48ec-80e3-10f71981bd68","ecd83e40-498c-436e-a510-d62c1fd95312"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct reviewed brands surfacedDistinct reviewed brands · observed Oct 17, 2026, 12:00 AM UTC0 brands100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["a0f4ac96-ce24-4ced-b48d-490e4d559ec9","ef0e9cc7-4cea-48ec-80e3-10f71981bd68","ecd83e40-498c-436e-a510-d62c1fd95312"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Cross-engine brand disagreementEngine disagreement · observed Oct 17, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["a0f4ac96-ce24-4ced-b48d-490e4d559ec9","ef0e9cc7-4cea-48ec-80e3-10f71981bd68","ecd83e40-498c-436e-a510-d62c1fd95312"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand engine consensusLeading brand consensus · observed Oct 17, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["a0f4ac96-ce24-4ced-b48d-490e4d559ec9","ef0e9cc7-4cea-48ec-80e3-10f71981bd68","ecd83e40-498c-436e-a510-d62c1fd95312"],"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 UTC0 percent100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["a0f4ac96-ce24-4ced-b48d-490e4d559ec9","ef0e9cc7-4cea-48ec-80e3-10f71981bd68","ecd83e40-498c-436e-a510-d62c1fd95312"],"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":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["a0f4ac96-ce24-4ced-b48d-490e4d559ec9","ef0e9cc7-4cea-48ec-80e3-10f71981bd68","ecd83e40-498c-436e-a510-d62c1fd95312"],"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
7fd667ad-61fe-442a-b59d-cf06ded0ca4f
Data hash
bce20c1bbfea5cc8af1f64a0502186742c569672f513436b808be39f0e2c2ed0
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.