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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 | 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 | 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 | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 11.11 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 122.22 index_pointsderived |
Every currently published position, as of Aug 8, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #10 | AI Developer Tools Prompt Brand Leaders | 33.33 | 2 ranks lost | v2-parent-993085b528082880 | Explain AI Developer Tools Prompt Brand Leaders rank → |
| #10 | AI Developer Tools Engine Disagreement by Prompt | 66.67 | 5 ranks lost | v2-parent-993085b528082880 | Explain AI Developer Tools Engine Disagreement by Prompt rank → |
| #9 | AI Developer Tools Prompt Citation Opportunities | 33.33 | 5 |
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 | 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 Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?, 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 | 11.1111percentage_points | derived | Aug 8, 2026 | View source
|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Aug 8, 2026 | View source
|
| v2-parent-993085b528082880 |
| Explain AI Developer Tools Prompt Citation Opportunities rank → |
| #4 | AI Developer Tools Prompt Volatility | 122.22 | — | 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 | 33.333333 | 0% | — |
|---|
{"promptSlug":"legacy-application-modernization-agent","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","3e1bae9e-ffa2-49b9-a750-7a552233169e"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"legacy-application-modernization-agent","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","3e1bae9e-ffa2-49b9-a750-7a552233169e"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"legacy-application-modernization-agent","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","3e1bae9e-ffa2-49b9-a750-7a552233169e"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"legacy-application-modernization-agent","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","3e1bae9e-ffa2-49b9-a750-7a552233169e"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"legacy-application-modernization-agent","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","3e1bae9e-ffa2-49b9-a750-7a552233169e"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"legacy-application-modernization-agent","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","3e1bae9e-ffa2-49b9-a750-7a552233169e"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"legacy-application-modernization-agent","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","3e1bae9e-ffa2-49b9-a750-7a552233169e"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"legacy-application-modernization-agent","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","3e1bae9e-ffa2-49b9-a750-7a552233169e"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Aug 8, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 8, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 10urls | measured | Aug 8, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Aug 8, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 8, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 122.2222index_points | derived | Aug 8, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 8, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Aug 8, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 8, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 77.7778percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | 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
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | 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 | 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
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 77.7778percent | derived | Jul 27, 2026 | View source
|
|---|