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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 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 | 0 percentderived |
| public_prompt_insightsDistinct citation URLs | 0 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 0 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 0 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 66.67 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 150 index_pointsderived |
Every currently published position, as of Aug 8, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #12 | AI Developer Tools Prompt Brand Leaders | 0 | 1 ranks lost | v2-parent-993085b528082880 | Explain AI Developer Tools Prompt Brand Leaders rank → |
| #12 | AI Developer Tools Engine Disagreement by Prompt | 0 | 2 ranks lost | v2-parent-993085b528082880 | Explain AI Developer Tools Engine Disagreement by Prompt rank → |
| #12 | AI Developer Tools Prompt Citation Opportunities | 0 | 4 |
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 | 0 | 0% | — |
| public prompt citation urls | 0 | 0% | — |
| public prompt distinct reviewed brands | 0 | 0% | — |
| public prompt engine disagreement | 0 | 0% | — |
| public prompt leading brand consensus | 0 | 100% | 0 |
23 published observations for Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 8, 2026 | View source
|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 8, 2026 | View source
|
| v2-parent-993085b528082880 |
| Explain AI Developer Tools Prompt Citation Opportunities rank → |
| #2 | AI Developer Tools Prompt Volatility | 150 | — | 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 | 0 | 0% | — |
|---|
{"promptSlug":"coding-agent-evaluation-scorecard","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","39a3977f-f592-45f8-a4c5-a53de45bb6c4"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"coding-agent-evaluation-scorecard","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","39a3977f-f592-45f8-a4c5-a53de45bb6c4"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"coding-agent-evaluation-scorecard","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","39a3977f-f592-45f8-a4c5-a53de45bb6c4"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"coding-agent-evaluation-scorecard","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","39a3977f-f592-45f8-a4c5-a53de45bb6c4"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"coding-agent-evaluation-scorecard","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","39a3977f-f592-45f8-a4c5-a53de45bb6c4"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"coding-agent-evaluation-scorecard","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","39a3977f-f592-45f8-a4c5-a53de45bb6c4"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"coding-agent-evaluation-scorecard","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","39a3977f-f592-45f8-a4c5-a53de45bb6c4"],"parentSnapshotId":"8d5e955f-e3d2-4950-89b3-5ad22c6e0519","providerMatrixVersion":"64232fd32583"}{"promptSlug":"coding-agent-evaluation-scorecard","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","39a3977f-f592-45f8-a4c5-a53de45bb6c4"],"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
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 8, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Aug 8, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 0urls | measured | Aug 8, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 66.6667percentage_points | derived | Aug 8, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | derived | Aug 8, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 150index_points | derived | Aug 8, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Aug 8, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Aug 8, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 1presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | 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 | 5urls | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 5urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 1presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|