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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Public recommendation prompt in the Rank.ai AI Writing & Content benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value |
|---|---|
| public_prompt_insightsCross-engine brand disagreement | 83.33 percentderived |
| public_prompt_insightsDistinct citation URLs | 12 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 2 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 3 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 16.67 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 25 index_pointsderived |
Every currently published position, as of Aug 26, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #4 | AI Writing & Content Prompt Brand Leaders | 66.67 | 4 ranks gained | v2-parent-a6713db28c05dcdf | Explain AI Writing & Content Prompt Brand Leaders rank → |
| #5 | AI Writing & Content Engine Disagreement by Prompt | 83.33 | 4 ranks lost | v2-parent-a6713db28c05dcdf | Explain AI Writing & Content Engine Disagreement by Prompt rank → |
| #9 | AI Writing & Content Prompt Citation Opportunities | 0 |
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
100% confidence · 100% component coverage · as of Aug 26, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 3 | 0% | — |
| public prompt citation urls | 12 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 83.333333 | 0% | — |
| public prompt leading brand consensus | 66.666667 |
23 published observations for Recommend an AI content platform for search-focused teams that need research, outlines, optimization, internal links, updates, and quality controls., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | derived | Aug 26, 2026 | View source
|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 26, 2026 | View source
|
| 1 ranks lost |
| v2-parent-a6713db28c05dcdf |
| Explain AI Writing & Content Prompt Citation Opportunities rank → |
| #11 | AI Writing & Content Prompt Volatility | 25 | — | v1-parent-a6713db28c05dcdf | Explain AI Writing & Content Prompt Volatility rank → |
|---|
| 100% |
| 66.667 |
| public prompt leading brand owned citation coverage | 66.666667 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
{"promptSlug":"ai-content-seo","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["de180c63-a83d-4d4f-a5af-00352dad40f2","e94b2de7-331a-4035-99f3-52e8f1befb21","7e2d541a-9075-480e-bb13-9a7cd47abab9"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-seo","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["de180c63-a83d-4d4f-a5af-00352dad40f2","e94b2de7-331a-4035-99f3-52e8f1befb21","7e2d541a-9075-480e-bb13-9a7cd47abab9"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-seo","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["de180c63-a83d-4d4f-a5af-00352dad40f2","e94b2de7-331a-4035-99f3-52e8f1befb21","7e2d541a-9075-480e-bb13-9a7cd47abab9"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-seo","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["de180c63-a83d-4d4f-a5af-00352dad40f2","e94b2de7-331a-4035-99f3-52e8f1befb21","7e2d541a-9075-480e-bb13-9a7cd47abab9"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-seo","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["de180c63-a83d-4d4f-a5af-00352dad40f2","e94b2de7-331a-4035-99f3-52e8f1befb21","7e2d541a-9075-480e-bb13-9a7cd47abab9"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-seo","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["de180c63-a83d-4d4f-a5af-00352dad40f2","e94b2de7-331a-4035-99f3-52e8f1befb21","7e2d541a-9075-480e-bb13-9a7cd47abab9"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-seo","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["de180c63-a83d-4d4f-a5af-00352dad40f2","e94b2de7-331a-4035-99f3-52e8f1befb21","7e2d541a-9075-480e-bb13-9a7cd47abab9"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-seo","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["de180c63-a83d-4d4f-a5af-00352dad40f2","e94b2de7-331a-4035-99f3-52e8f1befb21","7e2d541a-9075-480e-bb13-9a7cd47abab9"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}| Prompt volatility indexpublic-prompt-volatility-index | 25index_points | derived | Aug 26, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 26, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 26, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Aug 26, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Aug 26, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Aug 26, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 16.6667percentage_points | derived | Aug 26, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 26, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 26, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 19urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 19urls | measured | Jul 27, 2026 | View source
|
|---|