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AI visibility · Startup Founder prompt brand leaders

12 prompts ranked by how many of the three model APIs name the same leader.
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

66.7%

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 engine consensus

12

Prompts ranked

Sep 9

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 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 66.7%; the middle of the board sits at 50%.

Ahead of second place
0%
Held by the top three
35%
Middle of the board
50%
Below half the leader
6 of 12
Rank, name and leading brand engine consensusMiddle 50%
  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?66.7%
  2. 2Answer 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?66.7%
  3. 3Answer 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?66.7%
  4. 4Answer 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.66.7%
  5. 5Answer 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?66.7%
  6. 6Answer 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.66.7%
  7. 7Answer 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?33.3%
  8. 8Answer 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.33.3%
  9. 9Answer 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.33.3%
  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?33.3%
  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?33.3%
  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.0.0%

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

AI visibility · Startup Founder prompt brand leaders current rankings
RankNameLeading brand engine consensusPresence 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?66.7%6115 3ShowingRun it
02Answer 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?66.7%695 1This rankRun it
03Answer 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?66.7%594 3This rankRun it
04Answer 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.66.7%6104 3This rankRun it
05Answer 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?66.7%7104 3This rankRun it
06Answer 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.66.7%281 1This rankRun it
07Answer 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?33.3%3163 2This rankRun it
08Answer 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.33.3%4124 6This rankRun it
09Answer 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.33.3%333 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?33.3%171 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?33.3%181 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.0.0%050 2This rankRun it

Why this rank

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? on AI Visibility · Startup Founder Prompt Brand Leaders

Snapshot of Sep 9, 2026, 12:00 AM UTC · Link to this snapshot

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 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?'s score
ComponentValueContribution
Leading brand consensus66.66666766.667

Moved up since the previous snapshot

+3 places
  1. Engine disagreement73.333 to 93.333
    +20
  2. Presence events9 to 6
    -3
  3. Citation URLS9 to 11
    +2
  4. Distinct reviewed brands5 to 5
    0
  5. Leading brand consensus66.667 to 66.667
    0
  6. Leading brand owned citation coverage0 to 0
    0
  7. Leading brand owned citation gap66.667 to 66.667
    0

Where each number comes from

7 public records
  • Reviewed-brand presence eventsPresence events · observed Sep 9, 2026, 12:00 AM UTC6 presence_events100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["268a375d-efaf-4c94-ad1c-54034f3a2877","bb8d976e-8652-4933-a51d-70037fd3a445","09a405d1-179a-4c4e-9867-3bd83dd83d6a"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct citation URLsCitation URLS · observed Sep 9, 2026, 12:00 AM UTC11 urls100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["268a375d-efaf-4c94-ad1c-54034f3a2877","bb8d976e-8652-4933-a51d-70037fd3a445","09a405d1-179a-4c4e-9867-3bd83dd83d6a"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 9, 2026, 12:00 AM UTC5 brands100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["268a375d-efaf-4c94-ad1c-54034f3a2877","bb8d976e-8652-4933-a51d-70037fd3a445","09a405d1-179a-4c4e-9867-3bd83dd83d6a"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Cross-engine brand disagreementEngine disagreement · observed Sep 9, 2026, 12:00 AM UTC93.333 percent100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["268a375d-efaf-4c94-ad1c-54034f3a2877","bb8d976e-8652-4933-a51d-70037fd3a445","09a405d1-179a-4c4e-9867-3bd83dd83d6a"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand engine consensusLeading brand consensus · observed Sep 9, 2026, 12:00 AM UTC66.667 percent100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["268a375d-efaf-4c94-ad1c-54034f3a2877","bb8d976e-8652-4933-a51d-70037fd3a445","09a405d1-179a-4c4e-9867-3bd83dd83d6a"],"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":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["268a375d-efaf-4c94-ad1c-54034f3a2877","bb8d976e-8652-4933-a51d-70037fd3a445","09a405d1-179a-4c4e-9867-3bd83dd83d6a"],"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 UTC66.667 percentage_points100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["268a375d-efaf-4c94-ad1c-54034f3a2877","bb8d976e-8652-4933-a51d-70037fd3a445","09a405d1-179a-4c4e-9867-3bd83dd83d6a"],"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
e46d17b7-2f78-4820-983a-e1c4a1c494e2
Data hash
6c565a2756e3e6c2d50eb46e9d8d62350ebb6a1dd314aa35e54a45667cb01338
Method hash
87c1f15c20332709438c0d9d970781812fce8c93b6bf4d4ea578f7f67751807a

See how often AI names you.

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.