Rank.ai Index
AI visibility · United states prompt Volatility
12 prompts ranked by how much their answers moved since the previous snapshot.
150 index_points
Assume the buyer is evaluating vendors for the United States 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? ranks first
Prompt volatility index
12
Prompts ranked
Oct 11
Snapshot recorded
2026 · Rotating schedule
2
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 12 prompts by prompt volatility index
Assume the buyer is evaluating vendors for the United States 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? leads at 150 index_points; the middle of the board sits at 102.1.
- Ahead of second place
- 23.3
- Held by the top three
- 44%
- Middle of the board
- 102.1
- Below half the leader
- 5 of 12
Rank, name and prompt volatility indexMiddle 102.1
- 1Assume the buyer is evaluating vendors for the United States 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?150 index_points
- 2Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Recommend an enterprise-grade answer-engine optimization platform with dashboards, alerts, and governance.126.667 index_points
- 3Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. What is the best tool for analyzing the citations and sources that influence AI search responses?120 index_points
- 4Assume the buyer is evaluating vendors for the United States 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
- 5Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Recommend a platform that combines traditional SEO workflows with generative-search visibility.116.667 index_points
- 6Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Which software is best for comparing competitor share of voice across answer engines?104.167 index_points
- 7Assume the buyer is evaluating vendors for the United States 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
- 8Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.25 index_points
- 9Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.22.222 index_points
- 10Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Which AI visibility platform is best for an agency managing multiple client brands?6.944 index_points
- 11Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. What are the best enterprise platforms for tracking brand visibility in AI-generated answers?5.556 index_points
- 12Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants.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.
consensus absolute change: 0 on 7 of 12 rows · winner changed: 1 on 7 of 12 rows · 2 checks behind each row.
Why this rank
Assume the buyer is evaluating vendors for the United States market and answer within that explicit regional context. What is the best tool for analyzing the citations and sources that influence AI search responses? on AI Visibility · United States Prompt Volatility
Snapshot of Oct 11, 2026, 12:00 AM UTC · Link to this snapshot
Ranks reviewed prompts by changed leaders and absolute movement between comparable cross-day snapshots.
3
Rank on this board
120 index_points
Score
2
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Volatility index | 120 | 120 |
Moved up since the previous snapshot
+5 places- Consensus absolute change0 to 33.333+33.333
- Disagreement absolute change33.333 to 6.667-26.667
- Volatility index116.667 to 120+3.333
- Winner changed1 to 10
Where each number comes from
4 public recordsAbsolute consensus changeConsensus absolute change · observed Oct 11, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
- Source
- Rank.ai AI Visibility · United States Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-answer-citation-analysis","currentSnapshotId":"e1377b64-15ea-4551-a83c-33a0a249b695","previousSnapshotId":"a0676125-9ed9-4bc5-b290-01fe1a09d830"}
Absolute disagreement changeDisagreement absolute change · observed Oct 11, 2026, 12:00 AM UTC6.667 percentage_points100% confidence
- Source
- Rank.ai AI Visibility · United States Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-answer-citation-analysis","currentSnapshotId":"e1377b64-15ea-4551-a83c-33a0a249b695","previousSnapshotId":"a0676125-9ed9-4bc5-b290-01fe1a09d830"}
Prompt volatility indexVolatility index · observed Oct 11, 2026, 12:00 AM UTC120 index_points100% confidence
- Source
- Rank.ai AI Visibility · United States Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-answer-citation-analysis","currentSnapshotId":"e1377b64-15ea-4551-a83c-33a0a249b695","previousSnapshotId":"a0676125-9ed9-4bc5-b290-01fe1a09d830"}
Leading brand changedWinner changed · observed Oct 11, 2026, 12:00 AM UTC1 boolean100% confidence
- Source
- Rank.ai AI Visibility · United States Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-answer-citation-analysis","currentSnapshotId":"e1377b64-15ea-4551-a83c-33a0a249b695","previousSnapshotId":"a0676125-9ed9-4bc5-b290-01fe1a09d830"}
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.