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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 Agent Frameworks 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 | 28.33 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 | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 66.67 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 12 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 55 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 44.17 index_pointsderived |
Every currently published position, as of Aug 6, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #3 | Agent Frameworks Prompt Brand Leaders | 100 | 6 ranks gained | v2-parent-b391f18dce56ed52 | Explain Agent Frameworks Prompt Brand Leaders rank → |
| #9 | Agent Frameworks Engine Disagreement by Prompt | 28.33 | 6 ranks lost | v2-parent-b391f18dce56ed52 | Explain Agent Frameworks Engine Disagreement by Prompt rank → |
| #4 | Agent Frameworks Prompt Citation Opportunities | 66.67 | — | v2-parent-b391f18dce56ed52 |
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 6, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 12 | 0% | — |
| public prompt citation urls | 17 | 0% | — |
| public prompt distinct reviewed brands | 5 | 0% | — |
| public prompt engine disagreement | 28.333333 | 0% | — |
| public prompt leading brand consensus | 100 | 100% | 100 |
23 published observations for Which agent framework is best for retrieval-heavy applications that use documents, data connectors, indexes, and citations?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Distinct citation URLspublic-prompt-citation-urls | 17urls | measured | Aug 6, 2026 | View source
|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 6, 2026 | View source
|
| Explain Agent Frameworks Prompt Citation Opportunities rank → |
| #7 | Agent Frameworks Prompt Volatility | 44.17 | — | v1-parent-b391f18dce56ed52 | Explain Agent Frameworks Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 33.333333 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
{"promptSlug":"rag-data-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","c93ae0a5-caf9-462c-b001-7e7f5fadef16"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"rag-data-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","c93ae0a5-caf9-462c-b001-7e7f5fadef16"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"rag-data-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","c93ae0a5-caf9-462c-b001-7e7f5fadef16"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"rag-data-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","c93ae0a5-caf9-462c-b001-7e7f5fadef16"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"rag-data-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","c93ae0a5-caf9-462c-b001-7e7f5fadef16"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"rag-data-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","c93ae0a5-caf9-462c-b001-7e7f5fadef16"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"rag-data-agent-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","c93ae0a5-caf9-462c-b001-7e7f5fadef16"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"rag-data-agent-framework","currentSnapshotId":"48a1363b-573a-4200-92a4-58c34d132f0e","previousSnapshotId":"1a022335-ecb0-4492-bc55-c0abe30a2781"}| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Aug 6, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 12presence_events | measured | Aug 6, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 6, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Aug 6, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 55percentage_points | derived | Aug 6, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 44.1667index_points | derived | Aug 6, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 6, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Aug 6, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 28.3333percent | derived | Aug 6, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | 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
|
|---|
| 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 citation URLspublic-prompt-citation-urls | 13urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Jul 27, 2026 | View source
|
|---|