Rank.ai Index
AI visibility · Agency Owner engine disagreement by prompt
12 prompts ranked by how differently the three model APIs answer them.
100.0%
Answer 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? ranks first
Cross engine brand disagreement
12
Prompts ranked
Oct 17
Snapshot recorded
2026 · Rotating schedule
3
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 12 prompts by cross engine brand disagreement
Answer 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? leads at 100.0%; the middle of the board sits at 76.7%.
- Ahead of second place
- 0%
- Held by the top three
- 39%
- Middle of the board
- 76.7%
- Below half the leader
- 3 of 12
Rank, name and cross engine brand disagreementMiddle 76.7%
- 1Answer 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?100.0%
- 2Answer 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?100.0%
- 3Answer 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.100.0%
- 4Answer 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?88.9%
- 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.86.7%
- 6Answer 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?86.7%
- 7Answer 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?66.7%
- 8Answer 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?66.7%
- 9Answer 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.66.7%
- 10Answer 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?0.0%
- 11Answer 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.0.0%
- 12Answer 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.0.0%
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.
leading brand owned citation coverage: 0 on 8 of 12 rows · leading brand owned citation gap: 0 on 7 of 12 rows · 3 checks behind each row.
Why this rank
Answer 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? on AI Visibility · Agency Owner Engine Disagreement by Prompt
Snapshot of Oct 17, 2026, 12:00 AM UTC · Link to this snapshot
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
4
Rank on this board
88.889 percent
Score
3
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 |
|---|---|---|
| Engine disagreement | 88.888889 | 88.889 |
Moved down since the previous snapshot
-3 places- Leading brand owned citation coverage0 to 66.667+66.667
- Leading brand consensus33.333 to 66.667+33.333
- Leading brand owned citation gap33.333 to 0-33.333
- Engine disagreement100 to 88.889-11.111
- Citation URLS13 to 10-3
- Distinct reviewed brands6 to 3-3
- Presence events6 to 4-2
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Oct 17, 2026, 12:00 AM UTC4 presence_events100% confidence
- Source
- Rank.ai AI Visibility · Agency Owner Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Oct 17, 2026, 12:00 AM UTC10 urls100% confidence
- Source
- Rank.ai AI Visibility · Agency Owner Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Oct 17, 2026, 12:00 AM UTC3 brands100% confidence
- Source
- Rank.ai AI Visibility · Agency Owner Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Oct 17, 2026, 12:00 AM UTC88.889 percent100% confidence
- Source
- Rank.ai AI Visibility · Agency Owner Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Oct 17, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai AI Visibility · Agency Owner Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Oct 17, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai AI Visibility · Agency Owner Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Oct 17, 2026, 12:00 AM UTC0 percentage_points100% confidence
- Source
- Rank.ai AI Visibility · Agency Owner Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-answer-citation-analysis","corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["b4ca09ed-3a70-4dd2-9cb4-585cb55f3b2d","f08206d7-7d22-446b-8c9e-03ec837223ef","c662bec8-b582-46b8-95cf-a7e4532a17f3"],"parentSnapshotId":"f6c5f6ae-e686-4511-a6f0-9644e95732e6","providerMatrixVersion":"64232fd32583"}
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.