Rank.ai Index
AI visibility · Agency Owner prompt Volatility
12 prompts ranked by how much their answers moved since the previous snapshot.
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
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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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.
Why this rank
Answer 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. on AI Visibility · Agency Owner Prompt Volatility
Snapshot of Oct 17, 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
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 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Volatility index | 150 | 150 |
Moved up since the previous snapshot
+9 places- Volatility index0 to 150+150
- Disagreement absolute change0 to 66.667+66.667
- Consensus absolute change0 to 33.333+33.333
- Winner changed0 to 1+1
Where each number comes from
4 public recordsAbsolute 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":"enterprise-aeo-governance","currentSnapshotId":"08445731-8c98-4ce4-b761-3181509d5193","previousSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76"}
Absolute disagreement changeDisagreement absolute change · observed Oct 17, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
- Source
- Rank.ai AI Visibility · Agency Owner Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"enterprise-aeo-governance","currentSnapshotId":"08445731-8c98-4ce4-b761-3181509d5193","previousSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76"}
Prompt volatility indexVolatility index · observed Oct 17, 2026, 12:00 AM UTC150 index_points100% confidence
- Source
- Rank.ai AI Visibility · Agency Owner Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"enterprise-aeo-governance","currentSnapshotId":"08445731-8c98-4ce4-b761-3181509d5193","previousSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76"}
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":"enterprise-aeo-governance","currentSnapshotId":"08445731-8c98-4ce4-b761-3181509d5193","previousSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76"}
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.