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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 API Brands 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 | 15 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 Sep 10, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #20 | Prompt Brand Leaders | 0 | — | v2-4-ai-model-api-platforms-2026-07-26-models-64232fd32583 | Explain Prompt Brand Leaders rank → |
| #20 | AI Engine Disagreement by Prompt | 0 | 2 ranks lost | v2-4-ai-model-api-platforms-2026-07-26-models-64232fd32583 | Explain AI Engine Disagreement by Prompt rank → |
| #20 | Prompt Citation Opportunities | 0 | 1 ranks lost | v2-4-ai-model-api-platforms-2026-07-26-models-64232fd32583 | Explain Prompt Citation Opportunities rank → |
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 Sep 10, 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 | 15 | 0% | — |
| public prompt distinct reviewed brands | 0 | 0% | — |
| public prompt engine disagreement | 0 | 0% | — |
| public prompt leading brand consensus | 0 | 100% | 0 |
| public prompt leading brand owned citation coverage | 0 | 0% |
39 published observations for Compare hosted model platforms for observability and production controls., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | derived | Sep 10, 2026 | View source
|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Sep 10, 2026 | View source
|
| #1 | AI API Brands Prompt Volatility | 150 | 19 ranks gained | v1-parent-19643f874dc6981a | Explain AI API Brands Prompt Volatility rank → |
|---|
| — |
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
No component moved since the prior snapshot.
{"promptSlug":"model-api-observability","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["90afb246-464c-438b-8a23-931725adb1be","8f8b4ddd-4dd0-42c8-af55-7c01bea9ef6a","9356f8c2-dfc7-4251-a722-dff29eef74fa"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-api-observability","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["90afb246-464c-438b-8a23-931725adb1be","8f8b4ddd-4dd0-42c8-af55-7c01bea9ef6a","9356f8c2-dfc7-4251-a722-dff29eef74fa"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-api-observability","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["90afb246-464c-438b-8a23-931725adb1be","8f8b4ddd-4dd0-42c8-af55-7c01bea9ef6a","9356f8c2-dfc7-4251-a722-dff29eef74fa"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-api-observability","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["90afb246-464c-438b-8a23-931725adb1be","8f8b4ddd-4dd0-42c8-af55-7c01bea9ef6a","9356f8c2-dfc7-4251-a722-dff29eef74fa"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-api-observability","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["90afb246-464c-438b-8a23-931725adb1be","8f8b4ddd-4dd0-42c8-af55-7c01bea9ef6a","9356f8c2-dfc7-4251-a722-dff29eef74fa"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-api-observability","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["90afb246-464c-438b-8a23-931725adb1be","8f8b4ddd-4dd0-42c8-af55-7c01bea9ef6a","9356f8c2-dfc7-4251-a722-dff29eef74fa"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-api-observability","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["90afb246-464c-438b-8a23-931725adb1be","8f8b4ddd-4dd0-42c8-af55-7c01bea9ef6a","9356f8c2-dfc7-4251-a722-dff29eef74fa"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-api-observability","currentSnapshotId":"353c0757-19ec-4f0f-a438-05d9373a597e","previousSnapshotId":"8ef4411b-0ac1-4636-9383-dba8ef2a561f"}| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 66.6667percentage_points | derived | Sep 10, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Sep 10, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Sep 10, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Sep 10, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Sep 10, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Sep 10, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Sep 10, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 150index_points | derived | Sep 10, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Sep 10, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Aug 2, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 2, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 14urls | measured | Aug 2, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 2, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Aug 2, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Aug 2, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Aug 2, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 2, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 0index_points | derived | Aug 2, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 2, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Aug 2, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | 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 | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | 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 | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | 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
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 19urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|