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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Public commercial 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 | 66.67 percentderived |
| public_prompt_insightsDistinct citation URLs | 10 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 | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 2 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 26.67 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 30 index_pointsderived |
Every currently published position, as of Aug 6, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #10 | Agent Frameworks Prompt Brand Leaders | 33.33 | 2 ranks lost | v2-parent-b391f18dce56ed52 | Explain Agent Frameworks Prompt Brand Leaders rank → |
| #6 | Agent Frameworks Engine Disagreement by Prompt | 66.67 | 4 ranks lost | v2-parent-b391f18dce56ed52 | Explain Agent Frameworks Engine Disagreement by Prompt rank → |
| #10 | Agent Frameworks Prompt Citation Opportunities | 0 | — | 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 | 2 | 0% | — |
| public prompt citation urls | 10 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 66.666667 | 0% | — |
| public prompt leading brand consensus | 33.333333 | 100% | 33.333 |
23 published observations for How should a team compare AI agent frameworks for abstraction overhead, model portability, lock-in, and debugging complexity?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 26.6667percentage_points | derived | Aug 6, 2026 | View source
|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Aug 6, 2026 | View source
|
| Explain Agent Frameworks Prompt Citation Opportunities rank → |
| #8 | Agent Frameworks Prompt Volatility | 30 | — | 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 | 0 | 0% | — |
|---|
{"promptSlug":"agent-framework-portability-overhead","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","6ac76005-a51e-4281-aad9-8f36385baa6a"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-portability-overhead","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","6ac76005-a51e-4281-aad9-8f36385baa6a"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-portability-overhead","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","6ac76005-a51e-4281-aad9-8f36385baa6a"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-portability-overhead","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","6ac76005-a51e-4281-aad9-8f36385baa6a"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-portability-overhead","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","6ac76005-a51e-4281-aad9-8f36385baa6a"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-portability-overhead","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","6ac76005-a51e-4281-aad9-8f36385baa6a"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-portability-overhead","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","6ac76005-a51e-4281-aad9-8f36385baa6a"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-portability-overhead","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","6ac76005-a51e-4281-aad9-8f36385baa6a"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Aug 6, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 6, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Aug 6, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 6, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 10urls | measured | Aug 6, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 6, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Aug 6, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 30index_points | derived | Aug 6, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Aug 6, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 19urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | 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 | 19urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 93.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 93.3333percent | 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 | 5brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Jul 27, 2026 | View source
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