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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 | 63.33 percentderived |
| public_prompt_insightsDistinct citation URLs | 17 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 5 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 100 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 33.33 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 9 presence_eventsmeasured |
Every currently published position, as of Jul 27, 2026 · 100% confidence · methodology v2-parent-bf630b8e30a1bc82.
| Rank | Leaderboard | Score | Explain |
|---|---|---|---|
| #1 | Customer Support Prompt Brand Leaders | 100 | Explain Customer Support Prompt Brand Leaders rank → |
| #6 | Customer Support Engine Disagreement by Prompt | 63.33 | Explain Customer Support Engine Disagreement by Prompt rank → |
| #9 | Customer Support Prompt Citation Opportunities | 33.33 | Explain Customer Support Prompt Citation Opportunities rank → |
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
100% confidence · 100% component coverage · as of Jul 27, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 9 | 0% | — |
| public prompt citation urls | 17 | 0% | — |
| public prompt distinct reviewed brands | 5 | 0% | — |
| public prompt engine disagreement | 63.333333 | 0% | — |
12 published observations for Which customer service tools are best for an ecommerce brand that needs order context, social messaging, returns workflows, and seasonal scale?, all at 100% confidence, as of Jul 27, 2026. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | Evidence |
|---|---|---|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | View source
|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 63.3333percent | derived | View source
|
| public prompt leading brand consensus |
|---|
| 100 |
| 100% |
| 100 |
| public prompt leading brand owned citation coverage | 66.666667 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 33.333333 | 0% | — |
|---|
no_prior_published_snapshot
No component moved since the prior snapshot.
{"promptSlug":"customer-support-ecommerce","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["a57b5aba-902e-4d64-ae60-af8a28275758","46db0202-f393-4baa-a923-3ab873d42ca9","b3457846-42df-410f-8614-938857377607"],"parentSnapshotId":"f07f26d1-9c09-418b-a1be-8f2208a39560","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-ecommerce","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["a57b5aba-902e-4d64-ae60-af8a28275758","46db0202-f393-4baa-a923-3ab873d42ca9","b3457846-42df-410f-8614-938857377607"],"parentSnapshotId":"f07f26d1-9c09-418b-a1be-8f2208a39560","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-ecommerce","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["a57b5aba-902e-4d64-ae60-af8a28275758","46db0202-f393-4baa-a923-3ab873d42ca9","b3457846-42df-410f-8614-938857377607"],"parentSnapshotId":"f07f26d1-9c09-418b-a1be-8f2208a39560","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-ecommerce","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["a57b5aba-902e-4d64-ae60-af8a28275758","46db0202-f393-4baa-a923-3ab873d42ca9","b3457846-42df-410f-8614-938857377607"],"parentSnapshotId":"f07f26d1-9c09-418b-a1be-8f2208a39560","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-ecommerce","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["a57b5aba-902e-4d64-ae60-af8a28275758","46db0202-f393-4baa-a923-3ab873d42ca9","b3457846-42df-410f-8614-938857377607"],"parentSnapshotId":"f07f26d1-9c09-418b-a1be-8f2208a39560","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-ecommerce","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["a57b5aba-902e-4d64-ae60-af8a28275758","46db0202-f393-4baa-a923-3ab873d42ca9","b3457846-42df-410f-8614-938857377607"],"parentSnapshotId":"f07f26d1-9c09-418b-a1be-8f2208a39560","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-ecommerce","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["a57b5aba-902e-4d64-ae60-af8a28275758","46db0202-f393-4baa-a923-3ab873d42ca9","b3457846-42df-410f-8614-938857377607"],"parentSnapshotId":"f07f26d1-9c09-418b-a1be-8f2208a39560","providerMatrixVersion":"64232fd32583"}{"promptSlug":"customer-support-ecommerce","corpusVersion":"customer-support-platforms-2026-07-27","runArtifactIds":["a57b5aba-902e-4d64-ae60-af8a28275758","46db0202-f393-4baa-a923-3ab873d42ca9","b3457846-42df-410f-8614-938857377607"],"parentSnapshotId":"f07f26d1-9c09-418b-a1be-8f2208a39560","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 17urls | measured | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 17urls | measured | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 63.3333percent | derived | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | View source
|
|---|