Rank.ai Index
AI visibility · Startup Founder engine disagreement by prompt
12 prompts ranked by how differently the three model APIs answer them.
100.0%
Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. How much does an AI search visibility platform typically cost for one brand? ranks first
Cross engine brand disagreement
12
Prompts ranked
Sep 9
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 a startup founder with a small team selecting a practical, affordable AI visibility product. How much does an AI search visibility platform typically cost for one brand? leads at 100.0%; the middle of the board sits at 70.8%.
- Ahead of second place
- 6.7%
- Held by the top three
- 33%
- Middle of the board
- 70.8%
- Below half the leader
- 1 of 12
Rank, name and cross engine brand disagreementMiddle 70.8%
- 1Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. How much does an AI search visibility platform typically cost for one brand?100.0%
- 2Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. What is the best tool for analyzing the citations and sources that influence AI search responses?93.3%
- 3Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which software is best for comparing competitor share of voice across answer engines?93.3%
- 4Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which AI visibility platform best fits this buyer's workflow, reporting, and account-management needs?91.7%
- 5Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.83.3%
- 6Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. What are the best platforms for tracking brand visibility in AI-generated answers?75.0%
- 7Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend an AI visibility platform that fits this buyer's budget and operating constraints.66.7%
- 8Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend a platform that combines traditional SEO workflows with generative-search visibility.66.7%
- 9Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.66.7%
- 10Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Which features matter most when buying software to measure brand presence in AI-generated answers?66.7%
- 11Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?66.7%
- 12Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend an answer-engine optimization platform with dashboards, alerts, permissions, and governance.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: 66.666667 on 6 of 12 rows · leading brand owned citation coverage: 0 on 8 of 12 rows · 3 checks behind each row.
Why this rank
Answer for a startup founder with a small team selecting a practical, affordable AI visibility product. Recommend a platform that combines traditional SEO workflows with generative-search visibility. on AI Visibility · Startup Founder Engine Disagreement by Prompt
Snapshot of Sep 9, 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.
8
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
-5 places- Leading brand owned citation coverage66.667 to 0-66.667
- Leading brand consensus66.667 to 33.333-33.333
- Leading brand owned citation gap0 to 33.333+33.333
- Engine disagreement88.889 to 66.667-22.222
- Citation URLS15 to 12-3
- Distinct reviewed brands3 to 4+1
- Presence events4 to 40
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Sep 9, 2026, 12:00 AM UTC4 presence_events100% confidence
- Source
- Rank.ai AI Visibility · Startup Founder Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["57eb5fe7-d221-48c2-ab3f-de70d4c00168","fd5e85d4-9ea1-4cc5-9f1e-3d4c99b7b7c5","381d48e7-a1ae-42f2-bc37-9c82595616a6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Sep 9, 2026, 12:00 AM UTC12 urls100% confidence
- Source
- Rank.ai AI Visibility · Startup Founder Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["57eb5fe7-d221-48c2-ab3f-de70d4c00168","fd5e85d4-9ea1-4cc5-9f1e-3d4c99b7b7c5","381d48e7-a1ae-42f2-bc37-9c82595616a6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 9, 2026, 12:00 AM UTC4 brands100% confidence
- Source
- Rank.ai AI Visibility · Startup Founder Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["57eb5fe7-d221-48c2-ab3f-de70d4c00168","fd5e85d4-9ea1-4cc5-9f1e-3d4c99b7b7c5","381d48e7-a1ae-42f2-bc37-9c82595616a6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Sep 9, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai AI Visibility · Startup Founder Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["57eb5fe7-d221-48c2-ab3f-de70d4c00168","fd5e85d4-9ea1-4cc5-9f1e-3d4c99b7b7c5","381d48e7-a1ae-42f2-bc37-9c82595616a6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Sep 9, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai AI Visibility · Startup Founder Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["57eb5fe7-d221-48c2-ab3f-de70d4c00168","fd5e85d4-9ea1-4cc5-9f1e-3d4c99b7b7c5","381d48e7-a1ae-42f2-bc37-9c82595616a6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Sep 9, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Visibility · Startup Founder Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["57eb5fe7-d221-48c2-ab3f-de70d4c00168","fd5e85d4-9ea1-4cc5-9f1e-3d4c99b7b7c5","381d48e7-a1ae-42f2-bc37-9c82595616a6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Sep 9, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
- Source
- Rank.ai AI Visibility · Startup Founder Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"combined-seo-ai-visibility","corpusVersion":"ai-search-visibility-persona-startup-founder-2026-07-27","runArtifactIds":["57eb5fe7-d221-48c2-ab3f-de70d4c00168","fd5e85d4-9ea1-4cc5-9f1e-3d4c99b7b7c5","381d48e7-a1ae-42f2-bc37-9c82595616a6"],"parentSnapshotId":"8d6d0b30-49db-4900-ac3e-3af47b0946de","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.