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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 | 88.89 percentderived |
| public_prompt_insightsDistinct citation URLs | 13 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 6 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 66.67 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 8 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 18.06 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 125.69 index_pointsderived |
Every currently published position, as of Aug 17, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #5 | Marketing Automation Prompt Brand Leaders | 66.67 | 4 ranks lost | v2-parent-74b52907cd5a78c9 | Explain Marketing Automation Prompt Brand Leaders rank → |
| #5 | Marketing Automation Engine Disagreement by Prompt | 88.89 | 1 ranks lost | v2-parent-74b52907cd5a78c9 | Explain Marketing Automation Engine Disagreement by Prompt rank → |
| #3 | Marketing Automation Prompt Citation Opportunities | 66.67 |
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 | 8 | 0% | — |
| public prompt citation urls | 13 | 0% | — |
| public prompt distinct reviewed brands | 6 | 0% | — |
| public prompt engine disagreement | 88.888889 | 0% | — |
| public prompt leading brand consensus | 66.666667 |
23 published observations for Which marketing automation platforms are best for orchestrating email, messaging, journeys, lead management, and campaign measurement?, 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 | 18.0556percentage_points | derived | Aug 17, 2026 | View source
|
| Prompt volatility indexpublic-prompt-volatility-index | 125.6944index_points | derived | Aug 17, 2026 | View source
|
| 2 ranks lost |
| v2-parent-74b52907cd5a78c9 |
| Explain Marketing Automation Prompt Citation Opportunities rank → |
| #7 | Marketing Automation Prompt Volatility | 125.69 | — | v1-parent-74b52907cd5a78c9 | Explain Marketing Automation Prompt Volatility rank → |
|---|
| 100% |
| 66.667 |
| public prompt leading brand owned citation coverage | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
{"promptSlug":"best-marketing-automation-platform","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["b30ef423-5c2b-4b49-9faa-cb2c8686c0e9","9bd916ff-e3f2-4b46-892e-e3656090a26b","5e13b467-cae7-4ee7-b75a-b42187b653d2"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-marketing-automation-platform","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["b30ef423-5c2b-4b49-9faa-cb2c8686c0e9","9bd916ff-e3f2-4b46-892e-e3656090a26b","5e13b467-cae7-4ee7-b75a-b42187b653d2"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-marketing-automation-platform","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["b30ef423-5c2b-4b49-9faa-cb2c8686c0e9","9bd916ff-e3f2-4b46-892e-e3656090a26b","5e13b467-cae7-4ee7-b75a-b42187b653d2"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-marketing-automation-platform","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["b30ef423-5c2b-4b49-9faa-cb2c8686c0e9","9bd916ff-e3f2-4b46-892e-e3656090a26b","5e13b467-cae7-4ee7-b75a-b42187b653d2"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-marketing-automation-platform","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["b30ef423-5c2b-4b49-9faa-cb2c8686c0e9","9bd916ff-e3f2-4b46-892e-e3656090a26b","5e13b467-cae7-4ee7-b75a-b42187b653d2"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-marketing-automation-platform","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["b30ef423-5c2b-4b49-9faa-cb2c8686c0e9","9bd916ff-e3f2-4b46-892e-e3656090a26b","5e13b467-cae7-4ee7-b75a-b42187b653d2"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-marketing-automation-platform","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["b30ef423-5c2b-4b49-9faa-cb2c8686c0e9","9bd916ff-e3f2-4b46-892e-e3656090a26b","5e13b467-cae7-4ee7-b75a-b42187b653d2"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-marketing-automation-platform","currentSnapshotId":"5cc633c7-603d-4cfd-9145-628f853b1594","previousSnapshotId":"a393ecc2-063c-4ce8-99ed-ee03312f87d4"}| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 17, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 17, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 17, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 17, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_events | measured | Aug 17, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Aug 17, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 17, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Aug 17, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 88.8889percent | derived | Aug 17, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 14presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 14presence_events | 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 | 100percentage_points | derived | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 70.8333percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 9brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 70.8333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 9brands | measured | Jul 27, 2026 | View source
|
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