Loading ranking table…
Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Shows the leading reviewed brand for every public prompt and how consistently that brand appears across engines.
Historical data is not available for this snapshot yet.
Compare one brand with up to three competitors across the exact public prompt × engine matrix behind this leaderboard.
| Brand | Presence | Vs. primary | Selected share | Mentions | Cited answers | Owned URL signals | Engine breadth |
|---|---|---|---|---|---|---|---|
| OpenAIopenai.com | 71.7%43/60 | BASE | 32.1% | 144 | 9 | 10 | 3/3 |
| Google Geminiai.google.dev | 65.0%39/60 | -6.7 pp | 29.1% | 93 | 1 | 2 | 3/3 |
| Anthropicanthropic.com | 58.3%35/60 | -13.3 pp | 26.1% | 139 | 0 | 0 | 3/3 |
| Mistral AImistral.ai | 28.3%17/60 | -43.3 pp | 12.7% | 29 | 0 | 0 | 3/3 |
20 prompts · 60 immutable answer hashes · empty cells mean no compared brand was detected.
| Public prompt | OpenAIopenai/gpt-4o-mini | Anthropicanthropic/claude-haiku-4-5 | Geminigoogle/gemini-2.5-flash |
|---|---|---|---|
| 01 What are the best LLM API platforms for a production application?recommendation | OpenAIAnthropicGoogle Gemini | OpenAIAnthropicGoogle GeminiMistral AI | OpenAIAnthropicGoogle GeminiMistral AI |
| 02 Which AI model API providers are strongest for enterprise software teams?recommendation | OpenAIAnthropicGoogle GeminiMistral AI | OpenAIAnthropicGoogle Gemini | OpenAIAnthropicGoogle GeminiMistral AI |
| 03 Recommend a reliable hosted model API for a customer-facing product.recommendation | OpenAI | OpenAI · C1AnthropicGoogle Gemini | No selected brand |
| 04 Which hosted AI inference platforms offer the lowest latency?recommendation | No selected brand | No selected brand | No selected brand |
| 05 What are the most cost-effective LLM API providers at scale?recommendation | OpenAIGoogle GeminiMistral AI | Mistral AI | OpenAIAnthropicGoogle GeminiMistral AI |
| 06 Recommend the best multimodal model APIs for text and image workflows.recommendation | OpenAIGoogle GeminiMistral AI | OpenAIAnthropicGoogle Gemini | Google Gemini |
| 07 Which platforms are best for hosting open-weight models behind an API?recommendation | No selected brand | No selected brand | Mistral AI |
| 08 What AI model API platform should an early-stage startup evaluate first?recommendation | OpenAIAnthropicGoogle Gemini | OpenAI · C1AnthropicGoogle Gemini | OpenAI · C1Google Gemini |
| 09 Recommend AI model API providers for regulated enterprise workloads.recommendation | OpenAIAnthropic | OpenAIAnthropicMistral AI | Mistral AI |
| 10 Which LLM API platforms have the best developer experience?recommendation | OpenAIAnthropicGoogle Gemini | OpenAIAnthropicGoogle Gemini | OpenAIAnthropicGoogle Gemini |
| 11 What are the best platforms for routing requests across multiple AI models?recommendation | No selected brand | OpenAIAnthropic | No selected brand |
| 12 Recommend hosted AI APIs for high-throughput batch inference.recommendation | OpenAI · C2 | No selected brand | OpenAI |
| 13 Compare the leading AI model APIs for production use.commercial | OpenAIAnthropicGoogle Gemini | OpenAIAnthropicGoogle GeminiMistral AI | OpenAI · C1AnthropicGoogle GeminiMistral AI |
| 14 How do major LLM API platforms compare on pricing and rate limits?commercial | OpenAIAnthropicGoogle Gemini | OpenAIAnthropicGoogle Gemini · C2Mistral AI | OpenAIAnthropicGoogle GeminiMistral AI |
| 15 Compare AI model API providers on security, privacy, and compliance.commercial | OpenAI · C1AnthropicGoogle Gemini | OpenAIAnthropicGoogle GeminiMistral AI | OpenAIAnthropicGoogle Gemini |
| 16 Which AI model APIs offer the strongest context windows and tool use?commercial | OpenAI · C1AnthropicGoogle Gemini | OpenAIAnthropicGoogle Gemini | OpenAIAnthropicGoogle Gemini |
| 17 Compare hosted model platforms for observability and production controls.commercial | No selected brand | No selected brand | No selected brand |
| 18 Which LLM API providers have the best global availability and uptime?commercial | OpenAIAnthropicGoogle Gemini | OpenAIAnthropicGoogle Gemini | OpenAIGoogle Gemini |
| 19 Compare AI platforms that support managed fine-tuning and custom models.commercial | OpenAIGoogle GeminiMistral AI | OpenAIAnthropicGoogle Gemini | Google Gemini |
| 20 Create a shortlist of AI model API vendors for a technical buying team.commercial | OpenAI · C1AnthropicGoogle Gemini | OpenAI · C1AnthropicGoogle Gemini | OpenAIAnthropicGoogle Gemini |
Hostnames are derived from validated public HTTP(S) URLs, not provider-supplied domain labels.
| Source hostname | Cited answers | Distinct URLs | Engine breadth | Best position | Evidence |
|---|---|---|---|---|---|
| reddit.com | 24 | 20 | 3 | #1 | Open source ↗ |
| siliconflow.com | 15 | 11 | 3 | #1 | Open source ↗ |
| datacamp.com | 12 | 1 | 3 | #1 | Open source ↗ |
| youtube.com | 10 | 10 | 3 | #3 | Open source ↗ |
| strapi.io | 10 | 1 | 2 | #1 | Open source ↗ |
| medium.com | 7 | 7 | 3 | #1 | Open source ↗ |
| together.ai | 7 | 7 | 3 | #1 | Open source ↗ |
| artificialanalysis.ai | 7 | 2 | 2 | #1 | Open source ↗ |
| github.com | 6 | 4 | 3 | #3 | Open source ↗ |
| braintrust.dev | 6 | 3 | 2 | #1 | Open source ↗ |
| fireworks.ai | 6 | 2 | 2 | #1 | Open source ↗ |
| morphllm.com | 5 | 2 | 3 | #1 | Open source ↗ |
| community.openai.com | 4 | 4 | 2 | #1 | Open source ↗ |
| edenai.co | 4 | 4 | 2 | #4 | Open source ↗ |
| aimlapi.com | 4 | 2 | 3 | #1 | Open source ↗ |
| costgoat.com | 4 | 2 | 3 | #1 | Open source ↗ |
| intuitionlabs.ai | 4 | 2 | 2 | #2 | Open source ↗ |
| helicone.ai | 4 | 2 | 1 | #4 | Open source ↗ |
| pecollective.com | 4 | 1 | 2 | #3 | Open source ↗ |
| gmicloud.ai | 3 | 4 | 3 | #1 | Open source ↗ |
Derives prompt-level brand leaders and cross-engine brand-set disagreement from the complete public Rank.ai benchmark cohort.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
| 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 | 100% | 100 | 1 | available |
|---|
methodology_changed
The methodology changed from the prior snapshot; movement is not directly comparable.
No comparable component drivers were published.
{"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"}{"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"}{"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"}{"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"}{"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"}