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Rank.ai Index

AI visibility · in house SEO/AEO Lead prompt brand leaders

12 prompts ranked by how many of the three model APIs name the same leader.
Recorded Oct 16, 2026Rotating scheduleSource: Rank.ai's prompt benchmark: fixed buying questions put to the OpenAI, Anthropic and Google model APIs, with Rank.ai's web searchHow this board is measuredCSV / JSON

66.7%

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. ranks first

Leading brand engine consensus

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 leading brand engine consensus

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. leads at 66.7%; the middle of the board sits at 33.3%.

Ahead of second place
0%
Held by the top three
38%
Middle of the board
33.3%
Below half the leader
7 of 12
Rank, name and leading brand engine consensusMiddle 33.3%
  1. 1Answer 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.66.7%
  2. 2Answer 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?66.7%
  3. 3Answer 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?66.7%
  4. 4Answer 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%
  5. 5Answer 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%
  6. 6Answer 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?33.3%
  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.33.3%
  8. 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.33.3%
  9. 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.33.3%
  10. 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.33.3%
  11. 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?33.3%
  12. 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 owned citation coverage: 33.333333 on 5 of 12 rows · 3 checks behind each row · 100% confidence across rows.

AI visibility · in house SEO/AEO Lead prompt brand leaders current rankings
RankNameLeading brand engine consensusPresence eventsCitation URLSDistinct reviewed brandsChangeWhy
01Answer 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.66.7%675 1ShowingRun it
02Answer 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?66.7%8116 6This rankRun it
03Answer 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?66.7%5163 2This rankRun it
04Answer 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%6143 1This rankRun it
05Answer 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%2131 6This rankRun it
06Answer 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?33.3%4154 This rankRun it
07Answer 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.33.3%343 2This rankRun it
08Answer 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.33.3%262 4This rankRun it
09Answer 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.33.3%292 2This rankRun it
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.33.3%272 7This rankRun it
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?33.3%171 1This rankRun it
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%080 This rankRun it

Why this rank

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. on AI Visibility · In-house SEO/AEO Lead Prompt Brand Leaders

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

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 evidenced

Every component evidenced · 1 evidence record each

Components of 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.'s score
ComponentValueContribution
Leading brand consensus66.66666766.667

Moved up since the previous snapshot

+1 places
  1. Leading brand owned citation coverage0 to 33.333
    +33.333
  2. Leading brand owned citation gap66.667 to 33.333
    -33.333
  3. Citation URLS13 to 7
    -6
  4. Engine disagreement91.667 to 93.333
    +1.667
  5. Presence events5 to 6
    +1
  6. Distinct reviewed brands4 to 5
    +1
  7. Leading brand consensus66.667 to 66.667
    0

Where each number comes from

7 public records
  • Reviewed-brand presence eventsPresence events · observed Oct 16, 2026, 12:00 AM UTC6 presence_events100% confidence
    Source
    Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["7e2f762b-5248-4acd-8c5b-047d4b8a39ac","bf5682e0-9379-4b77-a1ca-0e73b4243217","6e07677c-2b76-4dc0-86c1-b2c9d11721e1"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct citation URLsCitation URLS · observed Oct 16, 2026, 12:00 AM UTC7 urls100% confidence
    Source
    Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["7e2f762b-5248-4acd-8c5b-047d4b8a39ac","bf5682e0-9379-4b77-a1ca-0e73b4243217","6e07677c-2b76-4dc0-86c1-b2c9d11721e1"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct reviewed brands surfacedDistinct reviewed brands · observed Oct 16, 2026, 12:00 AM UTC5 brands100% confidence
    Source
    Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["7e2f762b-5248-4acd-8c5b-047d4b8a39ac","bf5682e0-9379-4b77-a1ca-0e73b4243217","6e07677c-2b76-4dc0-86c1-b2c9d11721e1"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Cross-engine brand disagreementEngine disagreement · observed Oct 16, 2026, 12:00 AM UTC93.333 percent100% confidence
    Source
    Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["7e2f762b-5248-4acd-8c5b-047d4b8a39ac","bf5682e0-9379-4b77-a1ca-0e73b4243217","6e07677c-2b76-4dc0-86c1-b2c9d11721e1"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand engine consensusLeading brand consensus · observed Oct 16, 2026, 12:00 AM UTC66.667 percent100% confidence
    Source
    Rank.ai AI Visibility · In-house SEO/AEO Lead Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["7e2f762b-5248-4acd-8c5b-047d4b8a39ac","bf5682e0-9379-4b77-a1ca-0e73b4243217","6e07677c-2b76-4dc0-86c1-b2c9d11721e1"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation coverageLeading brand owned citation coverage · 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":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["7e2f762b-5248-4acd-8c5b-047d4b8a39ac","bf5682e0-9379-4b77-a1ca-0e73b4243217","6e07677c-2b76-4dc0-86c1-b2c9d11721e1"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
    Open the source
  • 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":"affordable-ai-mention-monitoring","corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["7e2f762b-5248-4acd-8c5b-047d4b8a39ac","bf5682e0-9379-4b77-a1ca-0e73b4243217","6e07677c-2b76-4dc0-86c1-b2c9d11721e1"],"parentSnapshotId":"279aa88e-bdf0-4c88-8294-97e26b148d6d","providerMatrixVersion":"64232fd32583"}
    Open the source
Public AI Visibility · In-house SEO/AEO Lead prompt leaders, engine disagreement, and citation opportunity, version 2-parent-0445b5122b42e8cd84 observations · 1 source · quality passed
Snapshot
0a785c73-4753-472d-94d1-71a33af41251
Data hash
7e8407c9d0870b254143ee84f52d684eea5e4fdaf84a325e0632ef1e6fff9f09
Method hash
17410b6fd967a2c624517b64427260f6df1b261797439a9f53799523c0c5fd2b

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.