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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 | 93.33 percentderived |
| public_prompt_insightsDistinct citation URLs | 10 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 5 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 | 6 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 30 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 131.67 index_pointsderived |
Every currently published position, as of Aug 17, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #2 | Marketing Automation Prompt Brand Leaders | 66.67 | 1 ranks gained | v2-parent-74b52907cd5a78c9 | Explain Marketing Automation Prompt Brand Leaders rank → |
| #2 | Marketing Automation Engine Disagreement by Prompt | 93.33 | 7 ranks gained | v2-parent-74b52907cd5a78c9 | Explain Marketing Automation Engine Disagreement by Prompt rank → |
| #1 | 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 | 6 | 0% | — |
| public prompt citation urls | 10 | 0% | — |
| public prompt distinct reviewed brands | 5 | 0% | — |
| public prompt engine disagreement | 93.333333 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% |
23 published observations for Recommend a B2B marketing automation platform for account-based programs, lead scoring, nurture, CRM handoff, and pipeline attribution., 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 | 93.3333percent | derived | Aug 17, 2026 | View source
|
| Distinct citation URLspublic-prompt-citation-urls | 10urls | measured | Aug 17, 2026 | View source
|
| 8 ranks gained |
| v2-parent-74b52907cd5a78c9 |
| Explain Marketing Automation Prompt Citation Opportunities rank → |
| #5 | Marketing Automation Prompt Volatility | 131.67 | — | v1-parent-74b52907cd5a78c9 | Explain Marketing Automation Prompt Volatility rank → |
|---|
| 66.667 |
| public prompt leading brand owned citation coverage | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
{"promptSlug":"b2b-marketing-automation","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["9f73d106-4118-410e-a6b2-8b17184d98e4","00c45a87-12f9-41c3-a03d-75a22f9a6473","2c018b2b-08fb-4178-880d-9d6ff894aa83"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"b2b-marketing-automation","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["9f73d106-4118-410e-a6b2-8b17184d98e4","00c45a87-12f9-41c3-a03d-75a22f9a6473","2c018b2b-08fb-4178-880d-9d6ff894aa83"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"b2b-marketing-automation","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["9f73d106-4118-410e-a6b2-8b17184d98e4","00c45a87-12f9-41c3-a03d-75a22f9a6473","2c018b2b-08fb-4178-880d-9d6ff894aa83"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"b2b-marketing-automation","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["9f73d106-4118-410e-a6b2-8b17184d98e4","00c45a87-12f9-41c3-a03d-75a22f9a6473","2c018b2b-08fb-4178-880d-9d6ff894aa83"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"b2b-marketing-automation","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["9f73d106-4118-410e-a6b2-8b17184d98e4","00c45a87-12f9-41c3-a03d-75a22f9a6473","2c018b2b-08fb-4178-880d-9d6ff894aa83"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"b2b-marketing-automation","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["9f73d106-4118-410e-a6b2-8b17184d98e4","00c45a87-12f9-41c3-a03d-75a22f9a6473","2c018b2b-08fb-4178-880d-9d6ff894aa83"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"b2b-marketing-automation","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["9f73d106-4118-410e-a6b2-8b17184d98e4","00c45a87-12f9-41c3-a03d-75a22f9a6473","2c018b2b-08fb-4178-880d-9d6ff894aa83"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"b2b-marketing-automation","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["9f73d106-4118-410e-a6b2-8b17184d98e4","00c45a87-12f9-41c3-a03d-75a22f9a6473","2c018b2b-08fb-4178-880d-9d6ff894aa83"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 17, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Aug 17, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 17, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 131.6667index_points | derived | Aug 17, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Aug 17, 2026 | View source
|
|---|
| 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
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 17, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 30percentage_points | derived | Aug 17, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Jul 27, 2026 | View source
|
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| 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 | 5brands | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 18urls | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 63.3333percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 63.3333percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 18urls | measured | Jul 27, 2026 | View source
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