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AI Visibility · In-house SEO/AEO Lead Prompt Volatility

12 promptschecked Jul 30, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON

Follow changes

As of

In front today

Answer 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?

140 index_pointsprompt volatility index

Ahead of second place: 10.8
Held by the top three: 48%
Middle of the board: 57.6
Below half the leader: 7 of 12

Highest 140 index_pointsMiddle 57.6

winner changed: 0 on 7 of 12 rows · 2 checks behind each row · 100% confidence across rows.

AI visibility · in house SEO/AEO Lead prompt Volatility current rankings
Rank	Name	Prompt volatility index	Consensus absolute change	Disagreement absolute change	Why
01	Answer 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?	140 index_points	66.7	13.3	Showing Run it
02	Answer 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.	129.167 index_points	33.3	25	This rank Run it
03	Answer 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.	128.056 index_points	33.3	22.8	This rank Run it
04	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?	122.222 index_points	33.3	11.1	This rank Run it
05	Answer 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?	116.667 index_points	0	33.3	This rank Run it
06	Answer 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.	61.111 index_points	66.7	55.6	This rank Run it
07	Answer 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?	54.167 index_points	66.7	41.7	This rank Run it
08	Answer 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?	31.548 index_points	33.3	29.8	This rank Run it
09	Answer 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.	28.333 index_points	33.3	23.3	This rank Run it
10	Answer 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?	12.5 index_points	0	25	This rank Run it
11	Answer 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.	2.778 index_points	0	5.6	This rank Run it
12	Answer 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	0	0	This rank Run it

Some explanation inputs are unavailable Missing: comparablePriorRanking.

Published rank: #1
Score: 140 index_points
Sample size: 2

100% confidence · 100% component coverage · as of Jul 30, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

4/4 evidenced

All components available · 1 evidence record each

Components contributing to Answer 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?'s rank
Component	Value	Weight	Contribution
public prompt consensus absolute change	66.666667	0%	—
public prompt disagreement absolute change	13.333334	0%	—
public prompt volatility index	140	100%	140
public prompt winner changed	1	0%	—

WHY IT MOVED

new since prior snapshot

No rank delta

no_prior_published_snapshot

No component moved since the prior snapshot.

PRIMARY EVIDENCE

Source trail

4 public records

Absolute consensus changepublic prompt consensus absolute change · observed Jul 30, 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-answer-citation-analysis","currentSnapshotId":"9e49e6a9-b7a3-4dec-a27c-07051497ddd9","previousSnapshotId":"d6599574-907a-405f-b560-debc90970ca2"}
Open primary evidence ↗
Absolute disagreement changepublic prompt disagreement absolute change · observed Jul 30, 2026, 12:00 AM UTC13.333 percentage_points100% confidence
Source
Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-answer-citation-analysis","currentSnapshotId":"9e49e6a9-b7a3-4dec-a27c-07051497ddd9","previousSnapshotId":"d6599574-907a-405f-b560-debc90970ca2"}
Open primary evidence ↗
Prompt volatility indexpublic prompt volatility index · observed Jul 30, 2026, 12:00 AM UTC140 index_points100% confidence
Source
Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-answer-citation-analysis","currentSnapshotId":"9e49e6a9-b7a3-4dec-a27c-07051497ddd9","previousSnapshotId":"d6599574-907a-405f-b560-debc90970ca2"}
Open primary evidence ↗

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AI visibility · in house SEO/AEO Lead prompt Volatility

Answer 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?

Component ledger

new since prior snapshot

Source trail