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Rank.ai Index

AI visibility · Startup Founder prompt citation Opportunities

12 prompts ranked by how far the leader is named without its own site being cited.
Recorded Sep 9, 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 a startup founder with a small team selecting a practical, affordable AI visibility product. What is the best tool for analyzing the citations and sources that influence AI search responses? ranks first

Leading brand owned citation opportunity

12

Prompts ranked

Sep 9

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 a startup founder with a small team selecting a practical, affordable AI visibility product. What is the best tool for analyzing the citations and sources that influence AI search responses? leads at 66.667 percentage_points; 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
7 of 12
Rank, name and leading brand owned citation opportunityMiddle 33.3
  1. 1Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. What is the best tool for analyzing the citations and sources that influence AI search responses?66.667 percentage_points
  2. 2Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which AI visibility platform best fits this buyer's workflow, reporting, and account-management needs?66.667 percentage_points
  3. 3Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. What are the best platforms for tracking brand visibility in AI-generated answers?66.667 percentage_points
  4. 4Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend an AI visibility platform that fits this buyer's budget and operating constraints.66.667 percentage_points
  5. 5Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.33.333 percentage_points
  6. 6Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. How much does an AI search visibility platform typically cost for one brand?33.333 percentage_points
  7. 7Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend a platform that combines traditional SEO workflows with generative-search visibility.33.333 percentage_points
  8. 8Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.33.333 percentage_points
  9. 9Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which software is best for comparing competitor share of voice across answer engines?0 percentage_points
  10. 10Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which features matter most when buying software to measure brand presence in AI-generated answers?0 percentage_points
  11. 11Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?0 percentage_points
  12. 12Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.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 consensus: 66.666667 on 6 of 12 rows · leading brand owned citation coverage: 0 on 8 of 12 rows · 3 checks behind each row.

AI visibility · Startup Founder prompt citation Opportunities current rankings
RankNameLeading brand owned citation opportunityPresence eventsCitation URLSDistinct reviewed brandsChangeWhy
01Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. What is the best tool for analyzing the citations and sources that influence AI search responses?66.667 percentage_points6115 This rankRun it
02Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which AI visibility platform best fits this buyer's workflow, reporting, and account-management needs?66.667 percentage_points594 This rankRun it
03Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. What are the best platforms for tracking brand visibility in AI-generated answers?66.667 percentage_points7104 2This rankRun it
04Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend an AI visibility platform that fits this buyer's budget and operating constraints.66.667 percentage_points281 This rankRun it
05Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.33.333 percentage_points6104 2This rankRun it
06Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. How much does an AI search visibility platform typically cost for one brand?33.333 percentage_points3163 3This rankRun it
07Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend a platform that combines traditional SEO workflows with generative-search visibility.33.333 percentage_points4124 1This rankRun it
08Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.33.333 percentage_points333 2This rankRun it
09Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which software is best for comparing competitor share of voice across answer engines?0 percentage_points695 This rankRun it
10Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which features matter most when buying software to measure brand presence in AI-generated answers?0 percentage_points171 1This rankRun it
11Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?0 percentage_points181 1This rankRun it
12Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.0 percentage_points050 6ShowingRun it

Why this rank

Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance. on AI Visibility · Startup Founder 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.

12

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 a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.'s score
ComponentValueContribution
Leading brand owned citation gap00

Moved down since the previous snapshot

-6 places
  1. Engine disagreement66.667 to 0
    -66.667
  2. Leading brand consensus33.333 to 0
    -33.333
  3. Leading brand owned citation gap33.333 to 0
    -33.333
  4. Presence events2 to 0
    -2
  5. Distinct reviewed brands2 to 0
    -2
  6. Citation URLS4 to 5
    +1
  7. Leading brand owned citation coverage0 to 0
    0

Where each number comes from

7 public records
  • Reviewed-brand presence eventsPresence events · observed Sep 9, 2026, 12:00 AM UTC0 presence_events100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["6f08eaca-1114-4537-ae76-57a79022e7c9","bee95331-6cd4-4f0d-b723-c68014145047","1a0c4885-925d-40bc-b2f2-6a389cd9fbcd"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct citation URLsCitation URLS · observed Sep 9, 2026, 12:00 AM UTC5 urls100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["6f08eaca-1114-4537-ae76-57a79022e7c9","bee95331-6cd4-4f0d-b723-c68014145047","1a0c4885-925d-40bc-b2f2-6a389cd9fbcd"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 9, 2026, 12:00 AM UTC0 brands100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["6f08eaca-1114-4537-ae76-57a79022e7c9","bee95331-6cd4-4f0d-b723-c68014145047","1a0c4885-925d-40bc-b2f2-6a389cd9fbcd"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Cross-engine brand disagreementEngine disagreement · observed Sep 9, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["6f08eaca-1114-4537-ae76-57a79022e7c9","bee95331-6cd4-4f0d-b723-c68014145047","1a0c4885-925d-40bc-b2f2-6a389cd9fbcd"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand engine consensusLeading brand consensus · observed Sep 9, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["6f08eaca-1114-4537-ae76-57a79022e7c9","bee95331-6cd4-4f0d-b723-c68014145047","1a0c4885-925d-40bc-b2f2-6a389cd9fbcd"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Sep 9, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["6f08eaca-1114-4537-ae76-57a79022e7c9","bee95331-6cd4-4f0d-b723-c68014145047","1a0c4885-925d-40bc-b2f2-6a389cd9fbcd"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Sep 9, 2026, 12:00 AM UTC0 percentage_points100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["6f08eaca-1114-4537-ae76-57a79022e7c9","bee95331-6cd4-4f0d-b723-c68014145047","1a0c4885-925d-40bc-b2f2-6a389cd9fbcd"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
    Open the source
Public AI Visibility · Startup Founder prompt leaders, engine disagreement, and citation opportunity, version 2-parent-e1ddfa4293e59fce84 observations · 1 source · quality passed
Snapshot
d80b1c93-c78e-4e3b-8136-1363eac80379
Data hash
340f069efdec6675928989d1b3cfd75efc546a50a49874a37796a28c06751f71
Method hash
87c1f15c20332709438c0d9d970781812fce8c93b6bf4d4ea578f7f67751807a

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.