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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 Marketing Automation 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 | 91.67 percentderived |
| public_prompt_insightsDistinct citation URLs | 14 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 4 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 33.33 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 5 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 5 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 2.5 index_pointsderived |
Every currently published position, as of Aug 17, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #3 | Marketing Automation Prompt Brand Leaders | 66.67 | 7 ranks gained | v2-parent-74b52907cd5a78c9 | Explain Marketing Automation Prompt Brand Leaders rank → |
| #3 | Marketing Automation Engine Disagreement by Prompt | 91.67 | 1 ranks lost | v2-parent-74b52907cd5a78c9 | Explain Marketing Automation Engine Disagreement by Prompt rank → |
| #5 | Marketing Automation Prompt Citation Opportunities |
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 17, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 5 | 0% | — |
| public prompt citation urls | 14 | 0% | — |
| public prompt distinct reviewed brands | 4 | 0% | — |
| public prompt engine disagreement | 91.666667 | 0% | — |
| public prompt leading brand consensus |
23 published observations for Which marketing platforms are strongest for real-time customer data, predictive segmentation, personalization, experimentation, and decisioning?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | Aug 17, 2026 | View source
|
| Prompt volatility indexpublic-prompt-volatility-index | 2.5index_points | derived | Aug 17, 2026 | View source
|
| 33.33 |
| 3 ranks gained |
| v2-parent-74b52907cd5a78c9 |
| Explain Marketing Automation Prompt Citation Opportunities rank → |
| #14 | Marketing Automation Prompt Volatility | 2.5 | — | v1-parent-74b52907cd5a78c9 | Explain Marketing Automation Prompt Volatility rank → |
|---|
| 66.666667 |
| 100% |
| 66.667 |
| public prompt leading brand owned citation coverage | 33.333333 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 33.333334 | 0% | — |
|---|
{"promptSlug":"marketing-automation-data-personalization","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["a1285844-14a1-443e-b12d-352125d39099","871f45da-fdc6-4628-ae57-a1897d1559ae","e63fab49-b514-4896-afd0-2519c5cb830f"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"marketing-automation-data-personalization","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["a1285844-14a1-443e-b12d-352125d39099","871f45da-fdc6-4628-ae57-a1897d1559ae","e63fab49-b514-4896-afd0-2519c5cb830f"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"marketing-automation-data-personalization","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["a1285844-14a1-443e-b12d-352125d39099","871f45da-fdc6-4628-ae57-a1897d1559ae","e63fab49-b514-4896-afd0-2519c5cb830f"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"marketing-automation-data-personalization","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["a1285844-14a1-443e-b12d-352125d39099","871f45da-fdc6-4628-ae57-a1897d1559ae","e63fab49-b514-4896-afd0-2519c5cb830f"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"marketing-automation-data-personalization","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["a1285844-14a1-443e-b12d-352125d39099","871f45da-fdc6-4628-ae57-a1897d1559ae","e63fab49-b514-4896-afd0-2519c5cb830f"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"marketing-automation-data-personalization","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["a1285844-14a1-443e-b12d-352125d39099","871f45da-fdc6-4628-ae57-a1897d1559ae","e63fab49-b514-4896-afd0-2519c5cb830f"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"marketing-automation-data-personalization","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["a1285844-14a1-443e-b12d-352125d39099","871f45da-fdc6-4628-ae57-a1897d1559ae","e63fab49-b514-4896-afd0-2519c5cb830f"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"marketing-automation-data-personalization","currentSnapshotId":"5cc633c7-603d-4cfd-9145-628f853b1594","previousSnapshotId":"a393ecc2-063c-4ce8-99ed-ee03312f87d4"}| Distinct citation URLspublic-prompt-citation-urls | 14urls | measured | Aug 17, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 91.6667percent | derived | Aug 17, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 17, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Aug 17, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 17, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 17, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 17, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Aug 17, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 5percentage_points | derived | Aug 17, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 86.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 86.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 22urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_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
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 22urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|