RANK.AI DATA / LATEST PUBLICATION
Prompt Citation Opportunities
Ranks public prompts where the leading reviewed brand appears across engines but its own domains are not cited.
- Cohort coverage
- 20 / 20 · 100% 0 entities missing
- Evidence
- 140 observations 1 source · 100% confidence
- Freshness
- current Jul 27, 2026, 1:26 PM UTC · daily
- Pipeline health
- Refresh healthy Last good Jul 27, 10:47 PM UTC · next Jul 28, 10:47 PM UTC
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Leaderboard
Metric: Leading-brand owned-citation opportunityCurrent rankings
| Rank | Entity | Signal | Leading-brand owned-citation opportunity | Public Prompt Brand Presence Events | Public Prompt Citation Urls | Public Prompt Distinct Reviewed Brands | Public Prompt Engine Disagreement | Public Prompt Leading Brand Consensus | Public Prompt Leading Brand Owned Citation Coverage | Confidence | N | Change | Trend | Explain |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01 | Which hosted AI inference platforms offer the lowest latency?prompt | Leading reviewed brand: Fireworks AI | 100 percentage_points | 8 | 14 | 5 | 67.22% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptViewing why |
| 02 | Recommend the best multimodal model APIs for text and image workflows.prompt | Leading reviewed brand: Google Gemini | 100 percentage_points | 8 | 17 | 5 | 67.22% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 03 | Which LLM API providers have the best global availability and uptime?prompt | Leading reviewed brand: Google Gemini | 100 percentage_points | 16 | 17 | 9 | 61.31% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 04 | Compare AI platforms that support managed fine-tuning and custom models.prompt | Leading reviewed brand: Google Gemini | 100 percentage_points | 14 | 22 | 8 | 60.48% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 05 | What are the most cost-effective LLM API providers at scale?prompt | Leading reviewed brand: DeepSeek | 100 percentage_points | 21 | 16 | 11 | 60.1% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 06 | Which LLM API platforms have the best developer experience?prompt | Leading reviewed brand: Anthropic | 100 percentage_points | 17 | 14 | 10 | 58.4% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 07 | What are the best LLM API platforms for a production application?prompt | Leading reviewed brand: Anthropic | 100 percentage_points | 24 | 14 | 13 | 58.23% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 08 | Create a shortlist of AI model API vendors for a technical buying team.prompt | Leading reviewed brand: Anthropic | 100 percentage_points | 17 | 20 | 10 | 57.94% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 09 | Compare the leading AI model APIs for production use.prompt | Leading reviewed brand: Anthropic | 100 percentage_points | 16 | 19 | 8 | 48.21% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 10 | Which AI model API providers are strongest for enterprise software teams?prompt | Leading reviewed brand: Anthropic | 100 percentage_points | 15 | 16 | 7 | 42.86% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 11 | How do major LLM API platforms compare on pricing and rate limits?prompt | Leading reviewed brand: Anthropic | 100 percentage_points | 14 | 18 | 6 | 34.44% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 12 | Which AI model APIs offer the strongest context windows and tool use?prompt | Leading reviewed brand: Anthropic | 100 percentage_points | 10 | 13 | 4 | 16.67% · 3 / 3 | 100% · 3 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 13 | Compare AI model API providers on security, privacy, and compliance.prompt | Leading reviewed brand: OpenAI | 66.667 percentage_points | 17 | 19 | 9 | 51.85% · 3 / 3 | 100% · 3 / 3 | 33.33% · 1 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 14 | Which platforms are best for hosting open-weight models behind an API?prompt | Leading reviewed brand: Hugging Face | 66.667 percentage_points | 15 | 15 | 8 | 49.05% · 3 / 3 | 100% · 3 / 3 | 33.33% · 1 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 15 | What are the best platforms for routing requests across multiple AI models?prompt | Leading reviewed brand: OpenRouter | 66.667 percentage_points | 5 | 12 | 4 | 83.33% · 3 / 3 | 66.67% · 2 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 16 | Recommend AI model API providers for regulated enterprise workloads.prompt | Leading reviewed brand: OpenAI | 66.667 percentage_points | 10 | 21 | 6 | 77.78% · 3 / 3 | 66.67% · 2 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 17 | Recommend a reliable hosted model API for a customer-facing product.prompt | Leading reviewed brand: OpenAI | 33.333 percentage_points | 7 | 14 | 6 | 94.44% · 3 / 3 | 66.67% · 2 / 3 | 33.33% · 1 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 18 | What AI model API platform should an early-stage startup evaluate first?prompt | Leading reviewed brand: OpenAI | 33.333 percentage_points | 15 | 14 | 7 | 48.41% · 3 / 3 | 100% · 3 / 3 | 66.67% · 2 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 19 | Recommend hosted AI APIs for high-throughput batch inference.prompt | Leading reviewed brand: Together AI | 33.333 percentage_points | 13 | 19 | 6 | 44.44% · 3 / 3 | 100% · 3 / 3 | 66.67% · 2 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
| 20 | Compare hosted model platforms for observability and production controls.prompt | Leading reviewed brand: Hugging Face | 33.333 percentage_points | 3 | 19 | 3 | 66.67% · 3 / 3 | 33.33% · 1 / 3 | 0% · 0 / 3 | 100% | 3 | — | — | Run this promptWhy this rank |
WHY THIS RANK / VERIFIED SNAPSHOT
Which hosted AI inference platforms offer the lowest latency?
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
partialPermalink to this snapshot ↗
Some explanation inputs are unavailable Missing: comparablePriorRanking.
- Published rank
- #1
- Score
- 100 percent
- Overall confidence
- 100%
- Coverage
- 100%
- Sample size
- 3
- As of
- Jul 27, 2026, 1:26 PM UTC
SCORE CONSTRUCTION
7/7 evidencedComponent ledger
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| public prompt brand presence events | 8 | 0% | — | 1 | available |
| public prompt citation urls | 14 | 0% | — | 1 | available |
| public prompt distinct reviewed brands | 5 | 0% | — | 1 | available |
| public prompt engine disagreement | 67.222222 | 0% | — | 1 | available |
| public prompt leading brand consensus | 100 | 0% | — | 1 | available |
| public prompt leading brand owned citation coverage | 0 | 0% | — | 1 | available |
| public prompt leading brand owned citation gap | 100 | 100% | 100 | 1 | available |
WHY IT MOVED
No rank deltanew since prior snapshot
no_prior_published_snapshot
No comparable component drivers were published.
PRIMARY EVIDENCE
7 public recordsSource trail
Reviewed-brand presence eventspublic prompt brand presence events · observed Jul 27, 2026, 1:26 PM UTC8 presence_events100% confidence
- Source
- Rank.ai Public Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"low-latency-inference-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["e3c219a5-a703-4627-8998-d568e6cf4828","ce856f4b-ea2f-4d4c-a3ed-db90c423b6fd","900cbd74-ece0-4d72-b1fa-7d4d8abd8e08"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}
Distinct citation URLspublic prompt citation urls · observed Jul 27, 2026, 1:26 PM UTC14 urls100% confidence
- Source
- Rank.ai Public Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"low-latency-inference-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["e3c219a5-a703-4627-8998-d568e6cf4828","ce856f4b-ea2f-4d4c-a3ed-db90c423b6fd","900cbd74-ece0-4d72-b1fa-7d4d8abd8e08"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Jul 27, 2026, 1:26 PM UTC5 brands100% confidence
- Source
- Rank.ai Public Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"low-latency-inference-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["e3c219a5-a703-4627-8998-d568e6cf4828","ce856f4b-ea2f-4d4c-a3ed-db90c423b6fd","900cbd74-ece0-4d72-b1fa-7d4d8abd8e08"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementpublic prompt engine disagreement · observed Jul 27, 2026, 1:26 PM UTC67.222 percent100% confidence
- Source
- Rank.ai Public Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"low-latency-inference-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["e3c219a5-a703-4627-8998-d568e6cf4828","ce856f4b-ea2f-4d4c-a3ed-db90c423b6fd","900cbd74-ece0-4d72-b1fa-7d4d8abd8e08"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensuspublic prompt leading brand consensus · observed Jul 27, 2026, 1:26 PM UTC100 percent100% confidence
- Source
- Rank.ai Public Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"low-latency-inference-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["e3c219a5-a703-4627-8998-d568e6cf4828","ce856f4b-ea2f-4d4c-a3ed-db90c423b6fd","900cbd74-ece0-4d72-b1fa-7d4d8abd8e08"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Jul 27, 2026, 1:26 PM UTC0 percent100% confidence
- Source
- Rank.ai Public Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"low-latency-inference-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["e3c219a5-a703-4627-8998-d568e6cf4828","ce856f4b-ea2f-4d4c-a3ed-db90c423b6fd","900cbd74-ece0-4d72-b1fa-7d4d8abd8e08"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Jul 27, 2026, 1:26 PM UTC100 percentage_points100% confidence
- Source
- Rank.ai Public Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"low-latency-inference-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["e3c219a5-a703-4627-8998-d568e6cf4828","ce856f4b-ea2f-4d4c-a3ed-db90c423b6fd","900cbd74-ece0-4d72-b1fa-7d4d8abd8e08"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}