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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 | 100 percentderived |
| public_prompt_insightsDistinct citation URLs | 14 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 2 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 33.33 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 2 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 6, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #8 | Agent Frameworks Prompt Brand Leaders | 33.33 | 2 ranks gained | v2-parent-b391f18dce56ed52 | Explain Agent Frameworks Prompt Brand Leaders rank → |
| #1 | Agent Frameworks Engine Disagreement by Prompt | 100 | — | v2-parent-b391f18dce56ed52 | Explain Agent Frameworks Engine Disagreement by Prompt rank → |
| #6 | Agent Frameworks Prompt Citation Opportunities | 33.33 | 5 ranks gained |
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 | 2 | 0% | — |
| public prompt citation urls | 14 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 100 | 0% | — |
| public prompt leading brand consensus | 33.333333 | 100% | 33.333 |
23 published observations for Recommend a cloud-native agent development framework with managed deployment, identity, security controls, and model flexibility., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Aug 6, 2026 | View source
|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Aug 6, 2026 | View source
|
| v2-parent-b391f18dce56ed52 |
| Explain Agent Frameworks Prompt Citation Opportunities rank → |
| #5 | Agent Frameworks Prompt Volatility | 100 | — | v1-parent-b391f18dce56ed52 | Explain Agent Frameworks Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 33.333333 | 0% | — |
|---|
{"promptSlug":"cloud-native-agent-development-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","ff8a36a7-c6fa-466e-84a5-ba4fe919736b"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-native-agent-development-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","ff8a36a7-c6fa-466e-84a5-ba4fe919736b"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-native-agent-development-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","ff8a36a7-c6fa-466e-84a5-ba4fe919736b"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-native-agent-development-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","ff8a36a7-c6fa-466e-84a5-ba4fe919736b"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-native-agent-development-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","ff8a36a7-c6fa-466e-84a5-ba4fe919736b"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-native-agent-development-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","ff8a36a7-c6fa-466e-84a5-ba4fe919736b"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-native-agent-development-framework","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","ff8a36a7-c6fa-466e-84a5-ba4fe919736b"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-native-agent-development-framework","currentSnapshotId":"48a1363b-573a-4200-92a4-58c34d132f0e","previousSnapshotId":"1a022335-ecb0-4492-bc55-c0abe30a2781"}| Distinct citation URLspublic-prompt-citation-urls | 14urls | measured | Aug 6, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 6, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 100index_points | derived | Aug 6, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 6, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Aug 6, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 6, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 6, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Aug 6, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Aug 6, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 27, 2026 | View source
|
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