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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 Customer Support 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 | 77.78 percentderived |
| public_prompt_insightsDistinct citation URLs | 10 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 | 10 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 22.22 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 27.78 index_pointsderived |
Every currently published position, as of Aug 16, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #7 | Customer Support Prompt Brand Leaders | 66.67 | 4 ranks lost | v2-parent-bf630b8e30a1bc82 | Explain Customer Support Prompt Brand Leaders rank → |
| #7 | Customer Support Engine Disagreement by Prompt | 77.78 | 1 ranks gained | v2-parent-bf630b8e30a1bc82 | Explain Customer Support Engine Disagreement by Prompt rank → |
| #2 | Customer Support 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 16, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 10 | 0% | — |
| public prompt citation urls | 10 | 0% | — |
| public prompt distinct reviewed brands | 6 | 0% | — |
| public prompt engine disagreement | 77.777778 | 0% | — |
| public prompt leading brand consensus | 66.666667 |
23 published observations for What customer support platform should a startup evaluate for fast setup, transparent cost, effective automation, and low administration overhead?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Aug 16, 2026 | View source
|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 10presence_events | measured | Aug 16, 2026 | View source
|
| v2-parent-bf630b8e30a1bc82 |
| Explain Customer Support Prompt Citation Opportunities rank → |
| #12 | Customer Support Prompt Volatility | 27.78 | — | v1-parent-bf630b8e30a1bc82 | Explain Customer Support 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":"customer-support-startup","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["1a2be2b1-89bb-4132-bd27-a75fb7a50795","b1f5929e-d915-4ee0-b921-e4fe6734adc9","04b547af-a0d7-423e-b14f-a71540ea3f75"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-startup","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["1a2be2b1-89bb-4132-bd27-a75fb7a50795","b1f5929e-d915-4ee0-b921-e4fe6734adc9","04b547af-a0d7-423e-b14f-a71540ea3f75"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-startup","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["1a2be2b1-89bb-4132-bd27-a75fb7a50795","b1f5929e-d915-4ee0-b921-e4fe6734adc9","04b547af-a0d7-423e-b14f-a71540ea3f75"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-startup","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["1a2be2b1-89bb-4132-bd27-a75fb7a50795","b1f5929e-d915-4ee0-b921-e4fe6734adc9","04b547af-a0d7-423e-b14f-a71540ea3f75"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-startup","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["1a2be2b1-89bb-4132-bd27-a75fb7a50795","b1f5929e-d915-4ee0-b921-e4fe6734adc9","04b547af-a0d7-423e-b14f-a71540ea3f75"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-startup","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["1a2be2b1-89bb-4132-bd27-a75fb7a50795","b1f5929e-d915-4ee0-b921-e4fe6734adc9","04b547af-a0d7-423e-b14f-a71540ea3f75"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-startup","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["1a2be2b1-89bb-4132-bd27-a75fb7a50795","b1f5929e-d915-4ee0-b921-e4fe6734adc9","04b547af-a0d7-423e-b14f-a71540ea3f75"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-startup","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["1a2be2b1-89bb-4132-bd27-a75fb7a50795","b1f5929e-d915-4ee0-b921-e4fe6734adc9","04b547af-a0d7-423e-b14f-a71540ea3f75"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 16, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 16, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 10urls | measured | Aug 16, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 16, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 77.7778percent | derived | Aug 16, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 16, 2026 | View source
|
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| Prompt volatility indexpublic-prompt-volatility-index | 27.7778index_points | derived | Aug 16, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 22.2222percentage_points | derived | Aug 16, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 16, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 21urls | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 55.5556percent | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 55.5556percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 100percentage_points | derived | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_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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| 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 | 21urls | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
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