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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 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 | 55.56 percentderived |
| public_prompt_insightsDistinct citation URLs | 11 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 | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 27.78 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 30.56 index_pointsderived |
Every currently published position, as of Aug 2, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #1 | Prompt Brand Leaders | 100 | 17 ranks gained | v2-4-ai-model-api-platforms-2026-07-26-models-64232fd32583 | Explain Prompt Brand Leaders rank → |
| #19 | AI Engine Disagreement by Prompt | 55.56 | 17 ranks lost | v2-4-ai-model-api-platforms-2026-07-26-models-64232fd32583 | Explain AI Engine Disagreement by Prompt rank → |
| #1 | Prompt Citation Opportunities | 100 | 14 ranks gained | v2-4-ai-model-api-platforms-2026-07-26-models-64232fd32583 | Explain → |
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 2, 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 | 11 | 0% | — |
| public prompt distinct reviewed brands | 6 | 0% | — |
| public prompt engine disagreement | 55.555556 | 0% | — |
| public prompt leading brand consensus | 100 | 100% | 100 |
| public prompt leading brand owned citation coverage | 0 | 0% |
28 published observations for What are the best platforms for routing requests across multiple AI models?, 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 | 55.5556percent | derived | Aug 2, 2026 | View source
|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 27.7778percentage_points | derived | Aug 2, 2026 | View source
|
| #18 | AI API Brands Prompt Volatility | 30.56 | — | v1-parent-19643f874dc6981a | Explain AI API Brands Prompt Volatility rank → |
|---|
| — |
| public prompt leading brand owned citation gap | 100 | 0% | — |
|---|
{"promptSlug":"model-routing-platform","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["6b706326-6a56-4382-9b0d-e290ca214857","ad1455b6-ba75-4441-adb7-1610824ae80f","3e1ced12-b510-430e-8812-22e17ffd998e"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-routing-platform","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["6b706326-6a56-4382-9b0d-e290ca214857","ad1455b6-ba75-4441-adb7-1610824ae80f","3e1ced12-b510-430e-8812-22e17ffd998e"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-routing-platform","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["6b706326-6a56-4382-9b0d-e290ca214857","ad1455b6-ba75-4441-adb7-1610824ae80f","3e1ced12-b510-430e-8812-22e17ffd998e"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-routing-platform","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["6b706326-6a56-4382-9b0d-e290ca214857","ad1455b6-ba75-4441-adb7-1610824ae80f","3e1ced12-b510-430e-8812-22e17ffd998e"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-routing-platform","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["6b706326-6a56-4382-9b0d-e290ca214857","ad1455b6-ba75-4441-adb7-1610824ae80f","3e1ced12-b510-430e-8812-22e17ffd998e"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-routing-platform","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["6b706326-6a56-4382-9b0d-e290ca214857","ad1455b6-ba75-4441-adb7-1610824ae80f","3e1ced12-b510-430e-8812-22e17ffd998e"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-routing-platform","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["6b706326-6a56-4382-9b0d-e290ca214857","ad1455b6-ba75-4441-adb7-1610824ae80f","3e1ced12-b510-430e-8812-22e17ffd998e"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"model-routing-platform","currentSnapshotId":"8ef4411b-0ac1-4636-9383-dba8ef2a561f","previousSnapshotId":"d3c8bceb-78dd-48ac-bc9a-c305fe6e859f"}| Distinct citation URLspublic-prompt-citation-urls | 11urls | measured | Aug 2, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 100percentage_points | derived | Aug 2, 2026 | View source
|
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| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 2, 2026 | View source
|
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| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 2, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Aug 2, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_events | measured | Aug 2, 2026 | View source
|
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| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 2, 2026 | View source
|
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| Prompt volatility indexpublic-prompt-volatility-index | 30.5556index_points | derived | Aug 2, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Aug 2, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | 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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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | 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 | 66.6667percent | derived | Jul 27, 2026 | View source
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