The leading reviewed brand for every public prompt, with cross-engine consensus and complete bounded evidence.
AI engine disagreement by prompt
20 prompts ranked by cross engine brand disagreement.
Recommend a reliable hosted model API for a customer-facing product. is out in front at 100.0%.
20 promptschecked Aug 2, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
Recommend a reliable hosted model API for a customer-facing product.
100.0%cross engine brand disagreement
- Ahead of second place
- 4.8%
- Held by the top three
- 18%
- Middle of the board
- 86.7%
- Below half the leader
- 1 of 20
Recommend a reliable hosted model API for a customer-facing product.
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
- Published rank
- #1
- Score
- 100 percent
- Sample size
- 3
100% confidence · 100% component coverage · as of Aug 2, 2026, 12:00 AM UTC
Component ledger
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 | 8 | 0% | — |
| public prompt engine disagreement | 100 | 100% | 100 |
| public prompt leading brand consensus | 33.333333 | 0% | — |
| public prompt leading brand owned citation coverage | 0 | 0% | — |
| public prompt leading brand owned citation gap | 33.333333 | 0% | — |
flat since prior snapshot
No component moved since the prior snapshot.
Source trail
Reviewed-brand presence eventspublic prompt brand presence events · observed Aug 2, 2026, 12:00 AM UTC8 presence_events100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"reliable-model-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["2b18bcf7-799e-4d20-9c51-c429414678f5","838c327f-6b83-4b41-a487-a9eaf5cdabd6","9d10bc79-4ad4-4765-b022-abc2797abbd1"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}
Distinct citation URLspublic prompt citation urls · observed Aug 2, 2026, 12:00 AM UTC11 urls100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"reliable-model-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["2b18bcf7-799e-4d20-9c51-c429414678f5","838c327f-6b83-4b41-a487-a9eaf5cdabd6","9d10bc79-4ad4-4765-b022-abc2797abbd1"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Aug 2, 2026, 12:00 AM UTC8 brands100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"reliable-model-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["2b18bcf7-799e-4d20-9c51-c429414678f5","838c327f-6b83-4b41-a487-a9eaf5cdabd6","9d10bc79-4ad4-4765-b022-abc2797abbd1"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementpublic prompt engine disagreement · observed Aug 2, 2026, 12:00 AM UTC100 percent100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"reliable-model-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["2b18bcf7-799e-4d20-9c51-c429414678f5","838c327f-6b83-4b41-a487-a9eaf5cdabd6","9d10bc79-4ad4-4765-b022-abc2797abbd1"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensuspublic prompt leading brand consensus · observed Aug 2, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"reliable-model-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["2b18bcf7-799e-4d20-9c51-c429414678f5","838c327f-6b83-4b41-a487-a9eaf5cdabd6","9d10bc79-4ad4-4765-b022-abc2797abbd1"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Aug 2, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"reliable-model-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["2b18bcf7-799e-4d20-9c51-c429414678f5","838c327f-6b83-4b41-a487-a9eaf5cdabd6","9d10bc79-4ad4-4765-b022-abc2797abbd1"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Aug 2, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"reliable-model-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["2b18bcf7-799e-4d20-9c51-c429414678f5","838c327f-6b83-4b41-a487-a9eaf5cdabd6","9d10bc79-4ad4-4765-b022-abc2797abbd1"],"parentSnapshotId":"d7b02adb-ea58-4ed6-9c99-33a1e72cf5f4","providerMatrixVersion":"64232fd32583"}
More in Prompt intelligence
Prompt winners, engine disagreement, volatility, commercial intent, and source gaps.
Prompts where the leading reviewed brand appears across engines but its own domains are not cited.
Prompts ranked by cross-day leader changes and movement in cross-engine consensus and disagreement.