Rank.ai Index
AI visibility · United states engine disagreement by prompt
12 prompts ranked by how differently the three model APIs answer them.
100.0%
Assume 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. ranks first
Cross engine brand disagreement
12
Prompts ranked
Oct 11
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
Assume 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. leads at 100.0%; the middle of the board sits at 70%.
- Ahead of second place
- 8.3%
- Held by the top three
- 31%
- Middle of the board
- 70%
Rank, name and cross engine brand disagreementMiddle 70%
- 1Assume 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.100.0%
- 2Assume 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?91.7%
- 3Assume 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.88.9%
- 4Assume 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?77.8%
- 5Assume 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?75.0%
- 6Assume 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?73.3%
- 7Assume 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.66.7%
- 8Assume 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?66.7%
- 9Assume 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.66.7%
- 10Assume 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?66.7%
- 11Assume 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.66.7%
- 12Assume 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?66.7%
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 consensus: 33.333333 on 7 of 12 rows · leading brand owned citation coverage: 33.333333 on 8 of 12 rows · 3 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. Recommend a platform that combines traditional SEO workflows with generative-search visibility. on AI Visibility · United States Engine Disagreement by Prompt
Snapshot of Oct 11, 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.
11
Rank on this board
66.667 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 | 66.666667 | 66.667 |
Moved down since the previous snapshot
-8 places- Leading brand owned citation coverage0 to 33.333+33.333
- Leading brand owned citation gap33.333 to 0-33.333
- Engine disagreement100 to 66.667-33.333
- Citation URLS8 to 10+2
- Presence events2 to 1-1
- Distinct reviewed brands2 to 1-1
- Leading brand consensus33.333 to 33.3330
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Oct 11, 2026, 12:00 AM UTC1 presence_events100% confidence
- Source
- Rank.ai AI Visibility · United States Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8a18960c-de45-4a65-b32b-dcfc6eb17967","9df4a785-8f94-4abe-971f-c96d773d9e42","4c107b68-9937-478b-b0f0-c05a53a694a4"],"parentSnapshotId":"6524a03c-7fda-40c7-9c6c-8e5c47adc4e8","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Oct 11, 2026, 12:00 AM UTC10 urls100% confidence
- Source
- Rank.ai AI Visibility · United States Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8a18960c-de45-4a65-b32b-dcfc6eb17967","9df4a785-8f94-4abe-971f-c96d773d9e42","4c107b68-9937-478b-b0f0-c05a53a694a4"],"parentSnapshotId":"6524a03c-7fda-40c7-9c6c-8e5c47adc4e8","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Oct 11, 2026, 12:00 AM UTC1 brands100% confidence
- Source
- Rank.ai AI Visibility · United States Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8a18960c-de45-4a65-b32b-dcfc6eb17967","9df4a785-8f94-4abe-971f-c96d773d9e42","4c107b68-9937-478b-b0f0-c05a53a694a4"],"parentSnapshotId":"6524a03c-7fda-40c7-9c6c-8e5c47adc4e8","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Oct 11, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai AI Visibility · United States Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8a18960c-de45-4a65-b32b-dcfc6eb17967","9df4a785-8f94-4abe-971f-c96d773d9e42","4c107b68-9937-478b-b0f0-c05a53a694a4"],"parentSnapshotId":"6524a03c-7fda-40c7-9c6c-8e5c47adc4e8","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Oct 11, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai AI Visibility · United States Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8a18960c-de45-4a65-b32b-dcfc6eb17967","9df4a785-8f94-4abe-971f-c96d773d9e42","4c107b68-9937-478b-b0f0-c05a53a694a4"],"parentSnapshotId":"6524a03c-7fda-40c7-9c6c-8e5c47adc4e8","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Oct 11, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai AI Visibility · United States Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8a18960c-de45-4a65-b32b-dcfc6eb17967","9df4a785-8f94-4abe-971f-c96d773d9e42","4c107b68-9937-478b-b0f0-c05a53a694a4"],"parentSnapshotId":"6524a03c-7fda-40c7-9c6c-8e5c47adc4e8","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Oct 11, 2026, 12:00 AM UTC0 percentage_points100% confidence
- Source
- Rank.ai AI Visibility · United States Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-region-united-states-2026-07-27","runArtifactIds":["8a18960c-de45-4a65-b32b-dcfc6eb17967","9df4a785-8f94-4abe-971f-c96d773d9e42","4c107b68-9937-478b-b0f0-c05a53a694a4"],"parentSnapshotId":"6524a03c-7fda-40c7-9c6c-8e5c47adc4e8","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.