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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 | 93.33 percentderived |
| public_prompt_insightsDistinct citation URLs | 16 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 5 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 6 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 48.89 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 41.11 index_pointsderived |
Every currently published position, as of Aug 2, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #6 | Prompt Brand Leaders | 66.67 | 7 ranks gained | v2-4-ai-model-api-platforms-2026-07-26-models-64232fd32583 | Explain Prompt Brand Leaders rank → |
| #5 | AI Engine Disagreement by Prompt | 93.33 | 12 ranks gained | 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 Aug 2, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 6 | 0% | — |
| public prompt citation urls | 16 | 0% | — |
| public prompt distinct reviewed brands | 5 | 0% | — |
| public prompt engine disagreement | 93.333333 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
| public prompt leading brand owned citation coverage | 66.666667 | 0% |
28 published observations for Recommend hosted AI APIs for high-throughput batch inference., 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 changedpublic-prompt-winner-changed | 0boolean | derived | Aug 2, 2026 | View source
|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Aug 2, 2026 | View source
|
| #12 | AI API Brands Prompt Volatility | 41.11 | — | v1-parent-19643f874dc6981a | Explain AI API Brands Prompt Volatility rank → |
|---|
| — |
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
{"promptSlug":"high-throughput-ai-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["8161643e-ff22-4eaa-85d7-1376bb8a70b6","ff8be3c1-fae9-4470-99a0-dc73eaf77b9a","c8af3e2a-dd58-430e-bad2-bbe4e4bfb3a3"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"high-throughput-ai-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["8161643e-ff22-4eaa-85d7-1376bb8a70b6","ff8be3c1-fae9-4470-99a0-dc73eaf77b9a","c8af3e2a-dd58-430e-bad2-bbe4e4bfb3a3"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"high-throughput-ai-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["8161643e-ff22-4eaa-85d7-1376bb8a70b6","ff8be3c1-fae9-4470-99a0-dc73eaf77b9a","c8af3e2a-dd58-430e-bad2-bbe4e4bfb3a3"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"high-throughput-ai-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["8161643e-ff22-4eaa-85d7-1376bb8a70b6","ff8be3c1-fae9-4470-99a0-dc73eaf77b9a","c8af3e2a-dd58-430e-bad2-bbe4e4bfb3a3"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"high-throughput-ai-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["8161643e-ff22-4eaa-85d7-1376bb8a70b6","ff8be3c1-fae9-4470-99a0-dc73eaf77b9a","c8af3e2a-dd58-430e-bad2-bbe4e4bfb3a3"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"high-throughput-ai-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["8161643e-ff22-4eaa-85d7-1376bb8a70b6","ff8be3c1-fae9-4470-99a0-dc73eaf77b9a","c8af3e2a-dd58-430e-bad2-bbe4e4bfb3a3"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"high-throughput-ai-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["8161643e-ff22-4eaa-85d7-1376bb8a70b6","ff8be3c1-fae9-4470-99a0-dc73eaf77b9a","c8af3e2a-dd58-430e-bad2-bbe4e4bfb3a3"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 2, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Aug 2, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 2, 2026 | View source
|
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| Prompt volatility indexpublic-prompt-volatility-index | 41.1111index_points | derived | Aug 2, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 93.3333percent | derived | Aug 2, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 48.8889percentage_points | derived | Aug 2, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 2, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 2, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Aug 2, 2026 | View source
|
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| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | 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 | 19urls | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 44.4444percent | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 44.4444percent | derived | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 13presence_events | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 13presence_events | measured | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 19urls | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | 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 | 19urls | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 6brands | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 44.4444percent | derived | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 13presence_events | 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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