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Rank.ai Index

AI visibility · United Kingdom prompt Volatility

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

Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants. ranks first

Prompt volatility index

12

Prompts ranked

Oct 12

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

Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants. leads at 150 index_points; the middle of the board sits at 116.7.

Ahead of second place
22.2
Held by the top three
33%
Middle of the board
116.7
Below half the leader
2 of 12
Rank, name and prompt volatility indexMiddle 116.7
  1. 1Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants.150 index_points
  2. 2Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend an enterprise-grade answer-engine optimization platform with dashboards, alerts, and governance.127.778 index_points
  3. 3Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. What is the best tool for analyzing the citations and sources that influence AI search responses?123.333 index_points
  4. 4Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.120.833 index_points
  5. 5Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. How much does an AI search visibility platform typically cost for one brand?116.667 index_points
  6. 6Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Which software is best for comparing competitor share of voice across answer engines?116.667 index_points
  7. 7Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?116.667 index_points
  8. 8Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. What are the best enterprise platforms for tracking brand visibility in AI-generated answers?106.944 index_points
  9. 9Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.104.167 index_points
  10. 10Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Which features matter most when buying software to measure brand presence in AI-generated answers?100 index_points
  11. 11Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend a platform that combines traditional SEO workflows with generative-search visibility.25 index_points
  12. 12Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Which AI visibility platform is best for an agency managing multiple client brands?7.778 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.

consensus absolute change: 0 on 7 of 12 rows · winner changed: 1 on 10 of 12 rows · 2 checks behind each row.

AI visibility · United Kingdom prompt Volatility current rankings
RankNamePrompt volatility indexDisagreement absolute changeChangeWhy
01Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants.150 index_points66.7 3ShowingRun it
02Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend an enterprise-grade answer-engine optimization platform with dashboards, alerts, and governance.127.778 index_points22.2 5This rankRun it
03Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. What is the best tool for analyzing the citations and sources that influence AI search responses?123.333 index_points13.3 7This rankRun it
04Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.120.833 index_points8.3 1This rankRun it
05Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. How much does an AI search visibility platform typically cost for one brand?116.667 index_points33.3 3This rankRun it
06Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Which software is best for comparing competitor share of voice across answer engines?116.667 index_points33.3 3This rankRun it
07Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?116.667 index_points33.3 6This rankRun it
08Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. What are the best enterprise platforms for tracking brand visibility in AI-generated answers?106.944 index_points13.9 2This rankRun it
09Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.104.167 index_points8.3 1This rankRun it
10Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Which features matter most when buying software to measure brand presence in AI-generated answers?100 index_points0 1This rankRun it
11Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend a platform that combines traditional SEO workflows with generative-search visibility.25 index_points16.7 This rankRun it
12Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Which AI visibility platform is best for an agency managing multiple client brands?7.778 index_points15.6 This rankRun it

Why this rank

Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants. on AI Visibility · United Kingdom Prompt Volatility

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

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

1

Rank on this board

150 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 Assume the buyer is evaluating vendors for the United Kingdom market and answer within that explicit regional context. Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants.'s score
ComponentValueContribution
Volatility index150150

Moved up since the previous snapshot

+3 places

No component moved since the previous snapshot.

Where each number comes from

4 public records
  • Absolute consensus changeConsensus absolute change · observed Oct 12, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
    Source
    Rank.ai AI Visibility · United Kingdom Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","currentSnapshotId":"adedc410-f715-4921-99e6-4da28c5a59a8","previousSnapshotId":"2d5ee871-bf69-43e0-a8e8-305158534641"}
    Open the source
  • Absolute disagreement changeDisagreement absolute change · observed Oct 12, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
    Source
    Rank.ai AI Visibility · United Kingdom Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","currentSnapshotId":"adedc410-f715-4921-99e6-4da28c5a59a8","previousSnapshotId":"2d5ee871-bf69-43e0-a8e8-305158534641"}
    Open the source
  • Prompt volatility indexVolatility index · observed Oct 12, 2026, 12:00 AM UTC150 index_points100% confidence
    Source
    Rank.ai AI Visibility · United Kingdom Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","currentSnapshotId":"adedc410-f715-4921-99e6-4da28c5a59a8","previousSnapshotId":"2d5ee871-bf69-43e0-a8e8-305158534641"}
    Open the source
  • Leading brand changedWinner changed · observed Oct 12, 2026, 12:00 AM UTC1 boolean100% confidence
    Source
    Rank.ai AI Visibility · United Kingdom Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","currentSnapshotId":"adedc410-f715-4921-99e6-4da28c5a59a8","previousSnapshotId":"2d5ee871-bf69-43e0-a8e8-305158534641"}
    Open the source
Public AI Visibility · United Kingdom prompt volatility, version 1-parent-36a0560c423828e548 observations · 1 source · quality passed
Snapshot
a862cf71-8f01-4691-b6da-4c17b9b2ab21
Data hash
4747adcffdeabbd084886a945d0833da3018b9e5402d3073c8945da01c988991
Method hash
dce07c16cdf1483526f027e43c563d7a9eb3d53b89ac2763263db963030875bd

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.