Rank.ai Index
AI visibility · in house SEO/AEO Lead engine disagreement by prompt
12 prompts ranked by how differently the three model APIs answer them.
100.0%
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? ranks first
Cross engine brand disagreement
12
Prompts ranked
Oct 16
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 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? leads at 100.0%; the middle of the board sits at 66.7%.
- Ahead of second place
- 6.7%
- Held by the top three
- 34%
- Middle of the board
- 66.7%
- Below half the leader
- 1 of 12
Rank, name and cross engine brand disagreementMiddle 66.7%
- 1Answer 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?100.0%
- 2Answer 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.93.3%
- 3Answer 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?88.9%
- 4Answer 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?77.8%
- 5Answer 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?66.7%
- 6Answer 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?66.7%
- 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.66.7%
- 8Answer 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.66.7%
- 9Answer 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.66.7%
- 10Answer 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.66.7%
- 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?66.7%
- 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?0.0%
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 consensus: 33.333333 on 6 of 12 rows · leading brand owned citation coverage: 0 on 5 of 12 rows · 3 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. What are the best platforms for tracking brand visibility in AI-generated answers? on AI Visibility · In-house SEO/AEO Lead Engine Disagreement by Prompt
Snapshot of Oct 16, 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.
1
Rank on this board
100 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 | 100 | 100 |
Moved up since the previous snapshot
+8 places- Leading brand consensus66.667 to 33.333-33.333
- Leading brand owned citation coverage33.333 to 0-33.333
- Engine disagreement83.333 to 100+16.667
- Presence events6 to 4-2
- Citation URLS14 to 15+1
- Leading brand owned citation gap33.333 to 33.333-0
- Distinct reviewed brands4 to 40
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Oct 16, 2026, 12:00 AM UTC4 presence_events100% confidence
- Source
- Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["aa5ae5f6-b1ba-4614-92f6-cb60fccf17ec","2c9a4240-1896-4089-adf6-ea9c11c3f73e","7f587645-8e40-470a-b7bf-1dd90fa61b2a"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Oct 16, 2026, 12:00 AM UTC15 urls100% confidence
- Source
- Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["aa5ae5f6-b1ba-4614-92f6-cb60fccf17ec","2c9a4240-1896-4089-adf6-ea9c11c3f73e","7f587645-8e40-470a-b7bf-1dd90fa61b2a"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Oct 16, 2026, 12:00 AM UTC4 brands100% confidence
- Source
- Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["aa5ae5f6-b1ba-4614-92f6-cb60fccf17ec","2c9a4240-1896-4089-adf6-ea9c11c3f73e","7f587645-8e40-470a-b7bf-1dd90fa61b2a"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Oct 16, 2026, 12:00 AM UTC100 percent100% confidence
- Source
- Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["aa5ae5f6-b1ba-4614-92f6-cb60fccf17ec","2c9a4240-1896-4089-adf6-ea9c11c3f73e","7f587645-8e40-470a-b7bf-1dd90fa61b2a"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Oct 16, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["aa5ae5f6-b1ba-4614-92f6-cb60fccf17ec","2c9a4240-1896-4089-adf6-ea9c11c3f73e","7f587645-8e40-470a-b7bf-1dd90fa61b2a"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Oct 16, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["aa5ae5f6-b1ba-4614-92f6-cb60fccf17ec","2c9a4240-1896-4089-adf6-ea9c11c3f73e","7f587645-8e40-470a-b7bf-1dd90fa61b2a"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Oct 16, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
- Source
- Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"best-enterprise-ai-visibility-platform","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["aa5ae5f6-b1ba-4614-92f6-cb60fccf17ec","2c9a4240-1896-4089-adf6-ea9c11c3f73e","7f587645-8e40-470a-b7bf-1dd90fa61b2a"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","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.