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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Public commercial 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 | 66.67 percentderived |
| public_prompt_insightsDistinct citation URLs | 0 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 1 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 33.33 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 1 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 0 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 0 index_pointsderived |
Every currently published position, as of Aug 26, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #10 | AI Writing & Content Prompt Brand Leaders | 33.33 | 2 ranks gained | v2-parent-a6713db28c05dcdf | Explain AI Writing & Content Prompt Brand Leaders rank → |
| #10 | AI Writing & Content Engine Disagreement by Prompt | 66.67 | 4 ranks lost | v2-parent-a6713db28c05dcdf | Explain AI Writing & Content Engine Disagreement by Prompt rank → |
| #8 | AI Writing & Content Prompt Citation Opportunities | 33.33 |
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 | 1 | 0% | — |
| public prompt citation urls | 0 | 0% | — |
| public prompt distinct reviewed brands | 1 | 0% | — |
| public prompt engine disagreement | 66.666667 | 0% | — |
| public prompt leading brand consensus | 33.333333 |
23 published observations for Create a reproducible quality test for AI content platforms covering accuracy, originality, structure, tone, usefulness, editing effort, and citations., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Aug 26, 2026 | View source
|
| Prompt volatility indexpublic-prompt-volatility-index | 0index_points | derived | Aug 26, 2026 | View source
|
| 2 ranks gained |
| v2-parent-a6713db28c05dcdf |
| Explain AI Writing & Content Prompt Citation Opportunities rank → |
| #15 | AI Writing & Content Prompt Volatility | 0 | — | v1-parent-a6713db28c05dcdf | Explain AI Writing & Content Prompt Volatility rank → |
|---|
| 100% |
| 33.333 |
| public prompt leading brand owned citation coverage | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 33.333333 | 0% | — |
|---|
{"promptSlug":"ai-content-quality-test","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["68857d7e-e099-4b6d-ad79-56c6a4dacfd1","5fddff35-6f9d-409d-8b0e-83fca4ac10af","79e89e5f-e9b4-4a34-8158-3dff4b4db7d7"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-quality-test","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["68857d7e-e099-4b6d-ad79-56c6a4dacfd1","5fddff35-6f9d-409d-8b0e-83fca4ac10af","79e89e5f-e9b4-4a34-8158-3dff4b4db7d7"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-quality-test","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["68857d7e-e099-4b6d-ad79-56c6a4dacfd1","5fddff35-6f9d-409d-8b0e-83fca4ac10af","79e89e5f-e9b4-4a34-8158-3dff4b4db7d7"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-quality-test","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["68857d7e-e099-4b6d-ad79-56c6a4dacfd1","5fddff35-6f9d-409d-8b0e-83fca4ac10af","79e89e5f-e9b4-4a34-8158-3dff4b4db7d7"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-quality-test","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["68857d7e-e099-4b6d-ad79-56c6a4dacfd1","5fddff35-6f9d-409d-8b0e-83fca4ac10af","79e89e5f-e9b4-4a34-8158-3dff4b4db7d7"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-quality-test","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["68857d7e-e099-4b6d-ad79-56c6a4dacfd1","5fddff35-6f9d-409d-8b0e-83fca4ac10af","79e89e5f-e9b4-4a34-8158-3dff4b4db7d7"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-quality-test","corpusVersion":"ai-writing-content-platforms-2026-07-27","runArtifactIds":["68857d7e-e099-4b6d-ad79-56c6a4dacfd1","5fddff35-6f9d-409d-8b0e-83fca4ac10af","79e89e5f-e9b4-4a34-8158-3dff4b4db7d7"],"parentSnapshotId":"bdb67f92-f55c-4809-a4cb-00170ebefb07","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-content-quality-test","currentSnapshotId":"6d245e95-0205-4db6-9428-35873adcb55d","previousSnapshotId":"392853bd-cd03-4d48-b6ea-999b864c4c6b"}| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 26, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Aug 26, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Aug 26, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Aug 26, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 0urls | measured | Aug 26, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 26, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 26, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 1presence_events | measured | Aug 26, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 26, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | 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
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 11urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 1presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 1presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 11urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|