Rank.ai Index
AI visibility · in house SEO/AEO Lead prompt Volatility
12 prompts ranked by how much their answers moved since the previous snapshot.
166.667 index_points
Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. How much does an AI search visibility platform typically cost for one brand? ranks first
Prompt volatility index
12
Prompts ranked
Oct 16
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 an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. How much does an AI search visibility platform typically cost for one brand? leads at 166.667 index_points; the middle of the board sits at 58.7.
- Ahead of second place
- 38.9
- Held by the top three
- 51%
- Middle of the board
- 58.7
- Below half the leader
- 6 of 12
Rank, name and prompt volatility indexMiddle 58.7
- 1Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. How much does an AI search visibility platform typically cost for one brand?166.667 index_points
- 2Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.127.778 index_points
- 3Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend a platform that combines traditional SEO workflows with generative-search visibility.126.667 index_points
- 4Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. What are the best platforms for tracking brand visibility in AI-generated answers?125 index_points
- 5Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. What is the best tool for analyzing the citations and sources that influence AI search responses?122.222 index_points
- 6Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend an AI visibility platform that fits this buyer's budget and operating constraints.100.833 index_points
- 7Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.16.667 index_points
- 8Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.16.667 index_points
- 9Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Which software is best for comparing competitor share of voice across answer engines?8.333 index_points
- 10Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Which AI visibility platform best fits this buyer's workflow, reporting, and account-management needs?7.778 index_points
- 11Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. Which features matter most when buying software to measure brand presence in AI-generated answers?0 index_points
- 12Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?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 6 of 12 rows · 2 checks behind each row.
Why this rank
Answer for an in-house SEO and answer-engine optimization lead responsible for measurement, content, and technical workflows. How much does an AI search visibility platform typically cost for one brand? on AI Visibility · In-house SEO/AEO Lead Prompt Volatility
Snapshot of Oct 16, 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
166.667 index_points
Score
2
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Volatility index | 166.666667 | 166.667 |
Unchanged since the previous snapshot
No change in rankNo component moved since the previous snapshot.
Where each number comes from
4 public recordsAbsolute consensus changeConsensus absolute change · observed Oct 16, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
- Source
- Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-visibility-platform-pricing","currentSnapshotId":"0a785c73-4753-472d-94d1-71a33af41251","previousSnapshotId":"e3e0c940-4bbd-4f03-adaf-96a0a07b6b4e"}
Absolute disagreement changeDisagreement absolute change · observed Oct 16, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
- Source
- Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-visibility-platform-pricing","currentSnapshotId":"0a785c73-4753-472d-94d1-71a33af41251","previousSnapshotId":"e3e0c940-4bbd-4f03-adaf-96a0a07b6b4e"}
Prompt volatility indexVolatility index · observed Oct 16, 2026, 12:00 AM UTC166.667 index_points100% confidence
- Source
- Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-visibility-platform-pricing","currentSnapshotId":"0a785c73-4753-472d-94d1-71a33af41251","previousSnapshotId":"e3e0c940-4bbd-4f03-adaf-96a0a07b6b4e"}
Leading brand changedWinner changed · observed Oct 16, 2026, 12:00 AM UTC1 boolean100% confidence
- Source
- Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-visibility-platform-pricing","currentSnapshotId":"0a785c73-4753-472d-94d1-71a33af41251","previousSnapshotId":"e3e0c940-4bbd-4f03-adaf-96a0a07b6b4e"}
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.