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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 | 75.56 percentderived |
| public_prompt_insightsDistinct citation URLs | 14 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 6 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 100 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 100 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 8 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 3.89 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 1.94 index_pointsderived |
Every currently published position, as of Aug 8, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #1 | AI Developer Tools Prompt Brand Leaders | 100 | 1 ranks gained | v2-parent-993085b528082880 | Explain AI Developer Tools Prompt Brand Leaders rank → |
| #6 | AI Developer Tools Engine Disagreement by Prompt | 75.56 | 1 ranks gained | v2-parent-993085b528082880 | Explain AI Developer Tools Engine Disagreement by Prompt rank → |
| #1 | AI Developer Tools Prompt Citation Opportunities | 100 | — | v2-parent-993085b528082880 |
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 | 8 | 0% | — |
| public prompt citation urls | 14 | 0% | — |
| public prompt distinct reviewed brands | 6 | 0% | — |
| public prompt engine disagreement | 75.555556 | 0% | — |
| public prompt leading brand consensus | 100 | 100% | 100 |
23 published observations for Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 75.5556percent | derived | Aug 8, 2026 | View source
|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 8, 2026 | View source
|
| Explain AI Developer Tools Prompt Citation Opportunities rank → |
| #10 | AI Developer Tools Prompt Volatility | 1.94 | — | 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 | 100 | 0% | — |
|---|
{"promptSlug":"ai-code-editor-fast-autocomplete","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","579a0152-af27-465f-b084-771379642c23"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-code-editor-fast-autocomplete","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","579a0152-af27-465f-b084-771379642c23"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-code-editor-fast-autocomplete","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","579a0152-af27-465f-b084-771379642c23"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-code-editor-fast-autocomplete","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","579a0152-af27-465f-b084-771379642c23"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-code-editor-fast-autocomplete","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","579a0152-af27-465f-b084-771379642c23"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-code-editor-fast-autocomplete","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","579a0152-af27-465f-b084-771379642c23"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-code-editor-fast-autocomplete","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","579a0152-af27-465f-b084-771379642c23"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-code-editor-fast-autocomplete","currentSnapshotId":"c771d446-fd89-4778-a665-14f4e0c98070","previousSnapshotId":"3d695937-1de5-49bf-abcb-f2b3c3218563"}| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 8, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 14urls | measured | Aug 8, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 100percentage_points | derived | Aug 8, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Aug 8, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Aug 8, 2026 | View source
|
|---|
| 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 | 8presence_events | measured | Aug 8, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 3.8889percentage_points | derived | Aug 8, 2026 | View source
|
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| Prompt volatility indexpublic-prompt-volatility-index | 1.9444index_points | derived | Aug 8, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 71.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 100percentage_points | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 71.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
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