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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 | 88.89 percentderived |
| public_prompt_insightsDistinct citation URLs | 12 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 3 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 33.33 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 4 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 28.41 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 130.87 index_pointsderived |
Every currently published position, as of Aug 2, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #8 | Prompt Brand Leaders | 66.67 | 4 ranks lost | v2-4-ai-model-api-platforms-2026-07-26-models-64232fd32583 | Explain Prompt Brand Leaders rank → |
| #7 | AI Engine Disagreement by Prompt | 88.89 | 1 ranks gained | v2-4-ai-model-api-platforms-2026-07-26-models-64232fd32583 | Explain AI Engine Disagreement by Prompt rank → |
| #15 | Prompt Citation Opportunities | 33.33 | 11 ranks lost | 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 | 4 | 0% | — |
| public prompt citation urls | 12 | 0% | — |
| public prompt distinct reviewed brands | 3 | 0% | — |
| public prompt engine disagreement | 88.888889 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
| public prompt leading brand owned citation coverage | 33.333333 |
28 published observations for Compare AI platforms that support managed fine-tuning and custom models., 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 2, 2026 | View source
|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 2, 2026 | View source
|
| #3 | AI API Brands Prompt Volatility | 130.87 | — | v1-parent-19643f874dc6981a | Explain AI API Brands Prompt Volatility rank → |
|---|
| 0% |
| — |
| public prompt leading brand owned citation gap | 33.333334 | 0% | — |
|---|
{"promptSlug":"fine-tuning-api-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["62ed7997-5092-4bd3-be12-8dd3522f88a8","ccecc040-e62e-4802-9c65-98641edb95b5","cb413fea-dd27-482f-a538-658b101de58f"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"fine-tuning-api-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["62ed7997-5092-4bd3-be12-8dd3522f88a8","ccecc040-e62e-4802-9c65-98641edb95b5","cb413fea-dd27-482f-a538-658b101de58f"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"fine-tuning-api-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["62ed7997-5092-4bd3-be12-8dd3522f88a8","ccecc040-e62e-4802-9c65-98641edb95b5","cb413fea-dd27-482f-a538-658b101de58f"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"fine-tuning-api-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["62ed7997-5092-4bd3-be12-8dd3522f88a8","ccecc040-e62e-4802-9c65-98641edb95b5","cb413fea-dd27-482f-a538-658b101de58f"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"fine-tuning-api-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["62ed7997-5092-4bd3-be12-8dd3522f88a8","ccecc040-e62e-4802-9c65-98641edb95b5","cb413fea-dd27-482f-a538-658b101de58f"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"fine-tuning-api-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["62ed7997-5092-4bd3-be12-8dd3522f88a8","ccecc040-e62e-4802-9c65-98641edb95b5","cb413fea-dd27-482f-a538-658b101de58f"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}{"promptSlug":"fine-tuning-api-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["62ed7997-5092-4bd3-be12-8dd3522f88a8","ccecc040-e62e-4802-9c65-98641edb95b5","cb413fea-dd27-482f-a538-658b101de58f"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | 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
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Aug 2, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 28.4127percentage_points | derived | Aug 2, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 130.873index_points | derived | Aug 2, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 2, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Aug 2, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Aug 2, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 88.8889percent | derived | Aug 2, 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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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 60.4762percent | derived | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 22urls | measured | Jul 27, 2026 | View source
|
|---|
| 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 | 60.4762percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 22urls | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 8brands | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 14presence_events | measured | Jul 27, 2026 | View source
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 14presence_events | measured | Jul 27, 2026 | View source
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 8brands | 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 engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 8brands | 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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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 14presence_events | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 60.4762percent | derived | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 22urls | measured | Jul 27, 2026 | View source
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