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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 AI Developer Tools 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 | 79.17 percentderived |
| public_prompt_insightsDistinct citation URLs | 10 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 8 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 66.67 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 | 10.83 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 122.08 index_pointsderived |
Every currently published position, as of Aug 8, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #5 | AI Developer Tools Prompt Brand Leaders | 66.67 | 2 ranks lost | v2-parent-993085b528082880 | Explain AI Developer Tools Prompt Brand Leaders rank → |
| #4 | AI Developer Tools Engine Disagreement by Prompt | 79.17 | 4 ranks gained | v2-parent-993085b528082880 | Explain AI Developer Tools Engine Disagreement by Prompt rank → |
| #4 | AI Developer Tools Prompt Citation Opportunities | 66.67 | 2 ranks lost |
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 8, 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 | 10 | 0% | — |
| public prompt distinct reviewed brands | 8 | 0% | — |
| public prompt engine disagreement | 79.166667 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for What are the best AI coding agents for making reliable changes across a large existing codebase?, 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 | 10urls | measured | Aug 8, 2026 | View source
|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 8brands | measured | Aug 8, 2026 | View source
|
| v2-parent-993085b528082880 |
| Explain AI Developer Tools Prompt Citation Opportunities rank → |
| #5 | AI Developer Tools Prompt Volatility | 122.08 | — | v1-parent-993085b528082880 | Explain AI Developer Tools Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 0 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
{"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","0a4173bb-fc82-498b-bf6e-86caa37d3458"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","0a4173bb-fc82-498b-bf6e-86caa37d3458"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","0a4173bb-fc82-498b-bf6e-86caa37d3458"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","0a4173bb-fc82-498b-bf6e-86caa37d3458"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","0a4173bb-fc82-498b-bf6e-86caa37d3458"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","0a4173bb-fc82-498b-bf6e-86caa37d3458"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","0a4173bb-fc82-498b-bf6e-86caa37d3458"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","0a4173bb-fc82-498b-bf6e-86caa37d3458"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 8, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 13presence_events | measured | Aug 8, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 8, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 10.8333percentage_points | derived | Aug 8, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 122.0833index_points | derived | Aug 8, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 79.1667percent | derived | Aug 8, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 8, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 8, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 8, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 68.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 100percentage_points | derived | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 68.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 10presence_events | 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 | 10presence_events | measured | Jul 27, 2026 | View source
|
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