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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 Collaboration 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 | 70.83 percentderived |
| public_prompt_insightsDistinct citation URLs | 13 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 8 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 100 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 100 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 13 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 12.5 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 122.92 index_pointsderived |
Every currently published position, as of Aug 21, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #1 | Collaboration Prompt Brand Leaders | 100 | 9 ranks gained | v2-parent-b17099dda23e66d0 | Explain Collaboration Prompt Brand Leaders rank → |
| #9 | Collaboration Engine Disagreement by Prompt | 70.83 | 6 ranks lost | v2-parent-b17099dda23e66d0 | Explain Collaboration Engine Disagreement by Prompt rank → |
| #1 | Collaboration Prompt Citation Opportunities |
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 21, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 13 | 0% | — |
| public prompt citation urls | 13 | 0% | — |
| public prompt distinct reviewed brands | 8 | 0% | — |
| public prompt engine disagreement | 70.833333 | 0% | — |
| public prompt leading brand consensus | 100 |
23 published observations for Which collaboration platform is best for a startup that needs documents, projects, messaging, meetings, search, 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 |
|---|---|---|---|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 70.8333percent | derived | Aug 21, 2026 | View source
|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 21, 2026 | View source
|
| 100 |
| 10 ranks gained |
| v2-parent-b17099dda23e66d0 |
| Explain Collaboration Prompt Citation Opportunities rank → |
| #8 | Collaboration Prompt Volatility | 122.92 | — | v1-parent-b17099dda23e66d0 | Explain Collaboration Prompt Volatility rank → |
|---|
| 100% |
| 100 |
| public prompt leading brand owned citation coverage | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 100 | 0% | — |
|---|
{"promptSlug":"startup-collaboration-stack","corpusVersion":"collaboration-productivity-platforms-2026-07-27","runArtifactIds":["5270e915-42a9-4f86-9280-1762e218be3d","f096ab9d-6629-464e-bc1e-e2cf05877576","c9ff353c-16e8-4fc5-b006-2fb390e5e978"],"parentSnapshotId":"7e9c097a-c306-42ab-9d5c-03c4f06c785c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"startup-collaboration-stack","corpusVersion":"collaboration-productivity-platforms-2026-07-27","runArtifactIds":["5270e915-42a9-4f86-9280-1762e218be3d","f096ab9d-6629-464e-bc1e-e2cf05877576","c9ff353c-16e8-4fc5-b006-2fb390e5e978"],"parentSnapshotId":"7e9c097a-c306-42ab-9d5c-03c4f06c785c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"startup-collaboration-stack","corpusVersion":"collaboration-productivity-platforms-2026-07-27","runArtifactIds":["5270e915-42a9-4f86-9280-1762e218be3d","f096ab9d-6629-464e-bc1e-e2cf05877576","c9ff353c-16e8-4fc5-b006-2fb390e5e978"],"parentSnapshotId":"7e9c097a-c306-42ab-9d5c-03c4f06c785c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"startup-collaboration-stack","corpusVersion":"collaboration-productivity-platforms-2026-07-27","runArtifactIds":["5270e915-42a9-4f86-9280-1762e218be3d","f096ab9d-6629-464e-bc1e-e2cf05877576","c9ff353c-16e8-4fc5-b006-2fb390e5e978"],"parentSnapshotId":"7e9c097a-c306-42ab-9d5c-03c4f06c785c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"startup-collaboration-stack","corpusVersion":"collaboration-productivity-platforms-2026-07-27","runArtifactIds":["5270e915-42a9-4f86-9280-1762e218be3d","f096ab9d-6629-464e-bc1e-e2cf05877576","c9ff353c-16e8-4fc5-b006-2fb390e5e978"],"parentSnapshotId":"7e9c097a-c306-42ab-9d5c-03c4f06c785c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"startup-collaboration-stack","corpusVersion":"collaboration-productivity-platforms-2026-07-27","runArtifactIds":["5270e915-42a9-4f86-9280-1762e218be3d","f096ab9d-6629-464e-bc1e-e2cf05877576","c9ff353c-16e8-4fc5-b006-2fb390e5e978"],"parentSnapshotId":"7e9c097a-c306-42ab-9d5c-03c4f06c785c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"startup-collaboration-stack","corpusVersion":"collaboration-productivity-platforms-2026-07-27","runArtifactIds":["5270e915-42a9-4f86-9280-1762e218be3d","f096ab9d-6629-464e-bc1e-e2cf05877576","c9ff353c-16e8-4fc5-b006-2fb390e5e978"],"parentSnapshotId":"7e9c097a-c306-42ab-9d5c-03c4f06c785c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"startup-collaboration-stack","corpusVersion":"collaboration-productivity-platforms-2026-07-27","runArtifactIds":["5270e915-42a9-4f86-9280-1762e218be3d","f096ab9d-6629-464e-bc1e-e2cf05877576","c9ff353c-16e8-4fc5-b006-2fb390e5e978"],"parentSnapshotId":"7e9c097a-c306-42ab-9d5c-03c4f06c785c","providerMatrixVersion":"64232fd32583"}| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 8brands | measured | Aug 21, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 122.9167index_points | derived | Aug 21, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 13presence_events | measured | Aug 21, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 21, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 100percentage_points | derived | Aug 21, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Aug 21, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 12.5percentage_points | derived | Aug 21, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Aug 21, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 21, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | 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
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | 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 | 83.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Jul 27, 2026 | View source
|
|---|