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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 | 88.89 percentderived |
| public_prompt_insightsDistinct citation URLs | 14 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 3 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 | 4 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 0 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 100 index_pointsderived |
Every currently published position, as of Aug 16, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #3 | Customer Support Prompt Brand Leaders | 66.67 | 7 ranks gained | v2-parent-bf630b8e30a1bc82 | Explain Customer Support Prompt Brand Leaders rank → |
| #3 | Customer Support Engine Disagreement by Prompt | 88.89 | 1 ranks lost | v2-parent-bf630b8e30a1bc82 | Explain Customer Support Engine Disagreement by Prompt rank → |
| #6 | Customer Support 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 16, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 4 | 0% | — |
| public prompt citation urls | 14 | 0% | — |
| public prompt distinct reviewed brands | 3 | 0% | — |
| public prompt engine disagreement | 88.888889 | 0% | — |
| public prompt leading brand consensus | 66.666667 |
23 published observations for Which service platforms are strongest for conversation review, automated QA, coaching, workforce planning, and customer-sentiment analysis?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Aug 16, 2026 | View source
|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Aug 16, 2026 | View source
|
| 2 ranks gained |
| v2-parent-bf630b8e30a1bc82 |
| Explain Customer Support Prompt Citation Opportunities rank → |
| #8 | Customer Support Prompt Volatility | 100 | — | v1-parent-bf630b8e30a1bc82 | Explain Customer Support Prompt Volatility rank → |
|---|
| 100% |
| 66.667 |
| public prompt leading brand owned citation coverage | 33.333333 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 33.333334 | 0% | — |
|---|
{"promptSlug":"customer-support-quality-management","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["4893d466-181f-423c-a08f-6fe6ce492188","e83d2083-cd24-4810-a679-f38f598f9bf2","99898789-3477-4b8e-8b4e-f164c9c668fa"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-quality-management","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["4893d466-181f-423c-a08f-6fe6ce492188","e83d2083-cd24-4810-a679-f38f598f9bf2","99898789-3477-4b8e-8b4e-f164c9c668fa"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-quality-management","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["4893d466-181f-423c-a08f-6fe6ce492188","e83d2083-cd24-4810-a679-f38f598f9bf2","99898789-3477-4b8e-8b4e-f164c9c668fa"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-quality-management","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["4893d466-181f-423c-a08f-6fe6ce492188","e83d2083-cd24-4810-a679-f38f598f9bf2","99898789-3477-4b8e-8b4e-f164c9c668fa"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-quality-management","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["4893d466-181f-423c-a08f-6fe6ce492188","e83d2083-cd24-4810-a679-f38f598f9bf2","99898789-3477-4b8e-8b4e-f164c9c668fa"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-quality-management","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["4893d466-181f-423c-a08f-6fe6ce492188","e83d2083-cd24-4810-a679-f38f598f9bf2","99898789-3477-4b8e-8b4e-f164c9c668fa"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-quality-management","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["4893d466-181f-423c-a08f-6fe6ce492188","e83d2083-cd24-4810-a679-f38f598f9bf2","99898789-3477-4b8e-8b4e-f164c9c668fa"],"parentSnapshotId":"bd76669e-f69e-4e02-844f-1b5b84cbd9e0","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-quality-management","currentSnapshotId":"1a701845-3880-4c33-84aa-dc2ae22297b8","previousSnapshotId":"8e19ef3c-62a3-4fe1-955f-2a60b120fabb"}| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 16, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 100index_points | derived | Aug 16, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 16, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 16, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Aug 16, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 14urls | 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 | 88.8889percent | derived | Aug 16, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Aug 16, 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 | 26urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 88.8889percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 26urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | 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 | 88.8889percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_events | measured | Jul 27, 2026 | View source
|
|---|