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Rank.ai Index

AI visibility · Agency Owner prompt Volatility

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

166.667 index_points

Answer 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. ranks first

Prompt volatility index

12

Prompts ranked

Oct 17

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 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. leads at 166.667 index_points; the middle of the board sits at 120.8.

Ahead of second place
16.7
Held by the top three
45%
Middle of the board
120.8
Below half the leader
5 of 12
Rank, name and prompt volatility indexMiddle 120.8
  1. 1Answer 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.166.667 index_points
  2. 2Answer 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?150 index_points
  3. 3Answer 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.150 index_points
  4. 4Answer 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?150 index_points
  5. 5Answer 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.126.667 index_points
  6. 6Answer 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?120.833 index_points
  7. 7Answer 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?120.833 index_points
  8. 8Answer 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.25 index_points
  9. 9Answer 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?22.222 index_points
  10. 10Answer 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?4.444 index_points
  11. 11Answer 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 index_points
  12. 12Answer 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.0 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 7 of 12 rows · 2 checks behind each row · 100% confidence across rows.

AI visibility · Agency Owner prompt Volatility current rankings
RankNamePrompt volatility indexConsensus absolute changeDisagreement absolute changeChangeWhy
01Answer 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.166.667 index_points33.3100 4This rankRun it
02Answer 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?150 index_points33.366.7 9This rankRun it
03Answer 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.150 index_points33.366.7 9This rankRun it
04Answer 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?150 index_points33.366.7 3This rankRun it
05Answer 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.126.667 index_points33.320 2ShowingRun it
06Answer 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?120.833 index_points33.38.3 4This rankRun it
07Answer 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?120.833 index_points33.38.3 3This rankRun it
08Answer 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.25 index_points33.316.7 1This rankRun it
09Answer 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?22.222 index_points33.311.1 5This rankRun it
10Answer 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?4.444 index_points08.9 4This rankRun it
11Answer 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 index_points00 3This rankRun it
12Answer 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.0 index_points00 3This 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 AI visibility platform that fits this buyer's budget and operating constraints. on AI Visibility · Agency Owner Prompt Volatility

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

5

Rank on this board

126.667 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 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.'s score
ComponentValueContribution
Volatility index126.666667126.667

Moved down since the previous snapshot

-2 places
  1. Disagreement absolute change16.667 to 20
    +3.333
  2. Volatility index125 to 126.667
    +1.667
  3. Consensus absolute change33.333 to 33.333
    0
  4. Winner changed1 to 1
    0

Where each number comes from

4 public records
  • Absolute consensus changeConsensus absolute change · observed Oct 17, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","currentSnapshotId":"08445731-8c98-4ce4-b761-3181509d5193","previousSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76"}
    Open the source
  • Absolute disagreement changeDisagreement absolute change · observed Oct 17, 2026, 12:00 AM UTC20 percentage_points100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","currentSnapshotId":"08445731-8c98-4ce4-b761-3181509d5193","previousSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76"}
    Open the source
  • Prompt volatility indexVolatility index · observed Oct 17, 2026, 12:00 AM UTC126.667 index_points100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","currentSnapshotId":"08445731-8c98-4ce4-b761-3181509d5193","previousSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76"}
    Open the source
  • Leading brand changedWinner changed · observed Oct 17, 2026, 12:00 AM UTC1 boolean100% confidence
    Source
    Rank.ai AI Visibility · Agency Owner Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","currentSnapshotId":"08445731-8c98-4ce4-b761-3181509d5193","previousSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76"}
    Open the source
Public AI Visibility · Agency Owner prompt volatility, version 1-parent-b5955dacfab0d77148 observations · 1 source · quality passed
Snapshot
4258f318-8076-458c-a558-0e76629b1e4c
Data hash
c56d317165dfa0b1ef81c666100acf5b2824631e96c32a66e630bae6ac113a43
Method hash
4277f881b06d13aeae39bfb1cf47f6228cba9d7d6f44e5a80d18bebcff7c9e26

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.