Public AI model/API brand benchmark

• Slug

  best-production-llm-api

  Text

  What are the best LLM API platforms for a production application?

  Intent

  recommendation

• Slug

  enterprise-llm-api-providers

  Text

  Which AI model API providers are strongest for enterprise software teams?

  Intent

  recommendation

• Slug

  reliable-model-api

  Text

  Recommend a reliable hosted model API for a customer-facing product.

  Intent

  recommendation

• Slug

  low-latency-inference-api

  Text

  Which hosted AI inference platforms offer the lowest latency?

  Intent

  recommendation

• Slug

  cost-effective-model-api

  Text

  What are the most cost-effective LLM API providers at scale?

  Intent

  recommendation

• Slug

  multimodal-model-api

  Text

  Recommend the best multimodal model APIs for text and image workflows.

  Intent

  recommendation

• Slug

  open-model-hosting-api

  Text

  Which platforms are best for hosting open-weight models behind an API?

  Intent

  recommendation

• Slug

  ai-api-startup

  Text

  What AI model API platform should an early-stage startup evaluate first?

  Intent

  recommendation

• Slug

  regulated-industry-model-api

  Text

  Recommend AI model API providers for regulated enterprise workloads.

  Intent

  recommendation

• Slug

  developer-friendly-llm-api

  Text

  Which LLM API platforms have the best developer experience?

  Intent

  recommendation

• Slug

  model-routing-platform

  Text

  What are the best platforms for routing requests across multiple AI models?

  Intent

  recommendation

• Slug

  high-throughput-ai-api

  Text

  Recommend hosted AI APIs for high-throughput batch inference.

  Intent

  recommendation

• Slug

  compare-leading-model-apis

  Text

  Compare the leading AI model APIs for production use.

  Intent

  commercial

• Slug

  llm-api-pricing-comparison

  Text

  How do major LLM API platforms compare on pricing and rate limits?

  Intent

  commercial

• Slug

  model-api-security-comparison

  Text

  Compare AI model API providers on security, privacy, and compliance.

  Intent

  commercial

• Slug

  model-api-context-comparison

  Text

  Which AI model APIs offer the strongest context windows and tool use?

  Intent

  commercial

• Slug

  model-api-observability

  Text

  Compare hosted model platforms for observability and production controls.

  Intent

  commercial

• Slug

  model-api-global-availability

  Text

  Which LLM API providers have the best global availability and uptime?

  Intent

  commercial

• Slug

  fine-tuning-api-comparison

  Text

  Compare AI platforms that support managed fine-tuning and custom models.

  Intent

  commercial

• Slug

  model-api-vendor-shortlist

  Text

  Create a shortlist of AI model API vendors for a technical buying team.

  Intent

  commercial

ai-model-api-platforms

• Provider

  openai

  Configured Model

  openai/gpt-4o-mini

• Provider

  anthropic

  Configured Model

  anthropic/claude-haiku-4-5

• Provider

  gemini

  Configured Model

  google/gemini-2.5-flash

Cost Basis

Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.

Maximum Daily Billed Cost Usd

2.00

Maximum Daily Provider Calls

60

• This is one daily response per prompt/provider pair; model output can vary between runs.
• The fixed 20-prompt AI model/API category does not estimate general market share or brand awareness.
• Presence share and citation share are relative only to the reviewed 17-brand universe; untracked brands are excluded from those denominators.
• OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

Published Evidence

answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts

Full Provider Answers Published

No

Full Provider Answers Stored In Public Index

No

ai-model-api-platforms-2026-07-26

• Provider

  openai

  Board Slug

  ai-brand-openai-visibility

  Primary Metric Slug

  public-prompt-openai-brand-recommendation-presence

• Provider

  anthropic

  Board Slug

  ai-brand-anthropic-visibility

  Primary Metric Slug

  public-prompt-anthropic-brand-recommendation-presence

• Provider

  gemini

  Board Slug

  ai-brand-gemini-visibility

  Primary Metric Slug

  public-prompt-gemini-brand-recommendation-presence

4

• Name

  OpenAI

  Aliases

  • OpenAI
  • ChatGPT

  Entity Slug

  openai

  Primary Domain

  openai.com

  Citation Domains

  • openai.com
  • platform.openai.com

  Case Sensitive Aliases

• Name

  Anthropic

  Aliases

  • Anthropic
  • Claude

  Entity Slug

  anthropic

  Primary Domain

  anthropic.com

  Citation Domains

  • anthropic.com
  • docs.anthropic.com

  Case Sensitive Aliases

• Name

  Google Gemini

  Aliases

  • Google Gemini
  • Gemini
  • Google AI

  Entity Slug

  google-gemini

  Primary Domain

  ai.google.dev

  Citation Domains

  • ai.google.dev
  • deepmind.google
  • gemini.google.com

  Case Sensitive Aliases

• Name

  Mistral AI

  Aliases

  • Mistral AI
  • Mistral

  Entity Slug

  mistral-ai

  Primary Domain

  mistral.ai

  Citation Domains

  • mistral.ai
  • docs.mistral.ai

  Case Sensitive Aliases

• Name

  Cohere

  Aliases

  • Cohere

  Entity Slug

  cohere

  Primary Domain

  cohere.com

  Citation Domains

  • cohere.com
  • docs.cohere.com

  Case Sensitive Aliases

• Name

  xAI

  Aliases

  • xAI
  • Grok

  Entity Slug

  xai

  Primary Domain

  x.ai

  Citation Domains

  • x.ai
  • docs.x.ai

  Case Sensitive Aliases

• Name

  Perplexity AI

  Aliases

  • Perplexity AI
  • Perplexity

  Entity Slug

  perplexity-ai

  Primary Domain

  perplexity.ai

  Citation Domains

  • perplexity.ai
  • docs.perplexity.ai

  Case Sensitive Aliases

• Name

  DeepSeek

  Aliases

  • DeepSeek

  Entity Slug

  deepseek

  Primary Domain

  deepseek.com

  Citation Domains

  • deepseek.com
  • api-docs.deepseek.com

  Case Sensitive Aliases

• Name

  Microsoft Azure AI

  Aliases

  • Microsoft Azure AI
  • Azure AI
  • Azure OpenAI

  Entity Slug

  azure-ai

  Primary Domain

  azure.microsoft.com

  Citation Domains

  • azure.microsoft.com
  • learn.microsoft.com

  Case Sensitive Aliases

• Name

  Amazon Bedrock

  Aliases

  • Amazon Bedrock
  • AWS Bedrock

  Entity Slug

  aws-bedrock

  Primary Domain

  aws.amazon.com

  Citation Domains

  • aws.amazon.com
  • docs.aws.amazon.com

  Case Sensitive Aliases

• Name

  Together AI

  Aliases

  • Together AI

  Entity Slug

  together-ai

  Primary Domain

  together.ai

  Citation Domains

  • together.ai
  • docs.together.ai

  Case Sensitive Aliases

• Name

  Groq

  Aliases

  • Groq
  • GroqCloud

  Entity Slug

  groq

  Primary Domain

  groq.com

  Citation Domains

  • groq.com
  • console.groq.com

  Case Sensitive Aliases

• Name

  Fireworks AI

  Aliases

  • Fireworks AI

  Entity Slug

  fireworks-ai

  Primary Domain

  fireworks.ai

  Citation Domains

  • fireworks.ai
  • docs.fireworks.ai

  Case Sensitive Aliases

• Name

  OpenRouter

  Aliases

  • OpenRouter

  Entity Slug

  openrouter

  Primary Domain

  openrouter.ai

  Citation Domains

  • openrouter.ai

  Case Sensitive Aliases

• Name

  Hugging Face

  Aliases

  • Hugging Face

  Entity Slug

  hugging-face

  Primary Domain

  huggingface.co

  Citation Domains

  • huggingface.co

  Case Sensitive Aliases

• Name

  Replicate

  Aliases

  • Replicate

  Entity Slug

  replicate

  Primary Domain

  replicate.com

  Citation Domains

  • replicate.com

  Case Sensitive Aliases

  • Replicate

• Name

  Cerebras

  Aliases

  • Cerebras
  • Cerebras Inference

  Entity Slug

  cerebras

  Primary Domain

  cerebras.ai

  Citation Domains

  • cerebras.ai
  • inference.cerebras.ai

  Case Sensitive Aliases

4-ai-model-api-platforms-2026-07-26-models-64232fd32583

Search

A common Rank.ai web-search tool is available to all three configured models.

Gateway

Rank.ai's configured OpenRouter-compatible gateway

Not Consumer Products

Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.

Prompt Count

20

Provider Count

3

Required Successful Runs

60

Confidence

A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.

Citation Share Denominator

Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.

Presence Share Denominator

The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.

Mention Coverage Denominator

60 answers: all 20 prompts multiplied by three configured providers.

Provider Citation Share Denominator

Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.

Recommendation Presence Denominator

36 answers: 12 recommendation-intent prompts multiplied by three configured providers.

Provider Mention Coverage Denominator

20 prompts for the named configured model API provider.

Provider Recommendation Presence Denominator

12 recommendation-intent prompts for the named configured model API provider.

64232fd32583

Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.