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Rank.ai Index

AI visibility · Startup Founder prompt Volatility

12 prompts ranked by how much their answers moved since the previous snapshot.
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

150 index_points

Answer 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? ranks first

Prompt volatility index

12

Prompts ranked

Sep 9

Snapshot recorded

2026 · Rotating schedule

2

Answers behind each row

From the OpenAI, Anthropic and Google model APIs

Follow changes

All 12 prompts by prompt volatility index

Answer 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? leads at 150 index_points; the middle of the board sits at 124.3.

Ahead of second place
0
Held by the top three
35%
Middle of the board
124.3
Below half the leader
2 of 12
Rank, name and prompt volatility indexMiddle 124.3
  1. 1Answer 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?150 index_points
  2. 2Answer 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.150 index_points
  3. 3Answer 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?150 index_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.133.333 index_points
  5. 5Answer 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?133.333 index_points
  6. 6Answer 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.127.778 index_points
  7. 7Answer 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?120.833 index_points
  8. 8Answer 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.105.556 index_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?105 index_points
  10. 10Answer 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.100 index_points
  11. 11Answer 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?12.5 index_points
  12. 12Answer 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?10 index_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.

winner changed: 1 on 10 of 12 rows · 2 checks behind each row · 100% confidence across rows.

AI visibility · Startup Founder prompt Volatility current rankings
RankNamePrompt volatility indexConsensus absolute changeDisagreement absolute changeChangeWhy
01Answer 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?150 index_points33.366.7 1This rankRun it
02Answer 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.150 index_points33.366.7 3This rankRun it
03Answer 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?150 index_points33.366.7 9This 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.133.333 index_points33.333.3 2This rankRun it
05Answer 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?133.333 index_points33.333.3 4ShowingRun it
06Answer 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.127.778 index_points33.322.2 3This rankRun it
07Answer 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?120.833 index_points33.38.3 4This rankRun it
08Answer 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.105.556 index_points011.1 This 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?105 index_points010 5This rankRun it
10Answer 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.100 index_points00 3This rankRun it
11Answer 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?12.5 index_points025 This rankRun it
12Answer 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?10 index_points020 2This rankRun it

Why this rank

Answer 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? on AI Visibility · Startup Founder Prompt Volatility

Ranks reviewed prompts by changed leaders and absolute movement between comparable cross-day snapshots.

5

Rank on this board

133.333 index_points

Score

2

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. How much does an AI search visibility platform typically cost for one brand?'s score
ComponentValueContribution
Volatility index133.333334133.333

Moved down since the previous snapshot

-4 places
  1. Disagreement absolute change66.667 to 33.333
    -33.333
  2. Consensus absolute change66.667 to 33.333
    -33.333
  3. Volatility index166.667 to 133.333
    -33.333
  4. Winner changed1 to 1
    0

Where each number comes from

4 public records
  • Absolute consensus changeConsensus absolute change · observed Sep 9, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-visibility-platform-pricing","currentSnapshotId":"e46d17b7-2f78-4820-983a-e1c4a1c494e2","previousSnapshotId":"fac790b7-924f-4693-9b94-d3e00ce77e28"}
    Open the source
  • Absolute disagreement changeDisagreement absolute change · observed Sep 9, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-visibility-platform-pricing","currentSnapshotId":"e46d17b7-2f78-4820-983a-e1c4a1c494e2","previousSnapshotId":"fac790b7-924f-4693-9b94-d3e00ce77e28"}
    Open the source
  • Prompt volatility indexVolatility index · observed Sep 9, 2026, 12:00 AM UTC133.333 index_points100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-visibility-platform-pricing","currentSnapshotId":"e46d17b7-2f78-4820-983a-e1c4a1c494e2","previousSnapshotId":"fac790b7-924f-4693-9b94-d3e00ce77e28"}
    Open the source
  • Leading brand changedWinner changed · observed Sep 9, 2026, 12:00 AM UTC1 boolean100% confidence
    Source
    Rank.ai AI Visibility · Startup Founder Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-visibility-platform-pricing","currentSnapshotId":"e46d17b7-2f78-4820-983a-e1c4a1c494e2","previousSnapshotId":"fac790b7-924f-4693-9b94-d3e00ce77e28"}
    Open the source
Public AI Visibility · Startup Founder prompt volatility, version 1-parent-e1ddfa4293e59fce48 observations · 1 source · quality passed
Snapshot
807f3f95-2d14-4774-ae5f-be1125599528
Data hash
351c387b1ed1e94b7ed496ca944b800c364e5c2f00444eb8b5f0dfbd78167240
Method hash
73dbd43dcfcf8a5ac122bf8a8ef2df633fda8227effd5c87efb00916d360ae3c

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.