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Buying question

Recommend hosted AI APIs for high-throughput batch inference.

Which brands each model API named when asked this question, and which pages it cited. Answer text is not published.
Snapshot Sep 10, 2026. Each category is re-run in rotation, every few weeks.

Recommendation

Kind of question

3

Model APIs

5

Brands named

15

Pages cited

Brands

Brands the answers named

Ordered by how many model APIs named the brand, then by mentions. A mention is not an endorsement or a position.
Rank#BrandModel APIsMentionsOwn-site citationsNamed by
1Together AItogether.ai233OpenAI · Google
2Fireworks AIfireworks.ai232OpenAI · Google
3Hugging Facehuggingface.co221OpenAI · Google
4Anthropicanthropic.com110Google
5OpenAIopenai.com110Google

Model APIs

What each model API returned

One row per model API. The hash identifies the exact answer without publishing it.
Model APIModelBrands namedCitationsDomainsAnswer hash
OpenAIopenai/gpt-4o-miniTogether AI · Fireworks AI · Hugging Face7686332944…b3313
Anthropicanthropic/claude-haiku-4-5None named006cd218d8…9971e
Googlegoogle/gemini-2.5-flashOpenAI · Anthropic · Together AI · Fireworks AI · Hugging Face99c689db09…8dc8d

Sources

Pages the answers cited

Hostnames come from the URLs the answers returned. Best position is the earliest place a page was cited in an answer.
DomainCited pageBest positionCited byCitations
together.aihttps://together.ai/batch-inference1OpenAI · Google2
together.aihttps://together.ai/blog/batch-api1OpenAI1
discuss.huggingface.cohttps://discuss.huggingface.co/t/batch-inference-with-huggingface-hub-for-serverless-providers/1706492Google1
docs.fireworks.aihttps://docs.fireworks.ai/guides/batch-inference3OpenAI1
neuraltrust.aihttps://neuraltrust.ai/blog/llm-batching-async-inference3Google1
databricks.comhttps://databricks.com/blog/introducing-serverless-batch-inference4OpenAI1
fireworks.aihttps://fireworks.ai/blog/best-llm-api-providers4Google1
braintrust.devhttps://braintrust.dev/articles/best-ai-apis-20265OpenAI1
inworld.aihttps://inworld.ai/resources/fastest-llm-inference-api5Google1
cloud.google.comhttps://cloud.google.com/discover/what-is-batch-inference6Google1
novita.aihttps://novita.ai/docs/guides/llm-batch-api6OpenAI1
medium.comhttps://medium.com/@AI-on-Databricks/demystifying-batch-inference-on-databricks-fef8a79008257OpenAI1
qualixsolutions.comhttps://qualixsolutions.com/blog/best-cloud-provider-for-ai-inference-tasks/7Google1
reddit.comhttps://reddit.com/r/mlops/comments/1v66bx6/architecting_a_dynamic_batching_api_for/8Google1
pub.aimind.sohttps://pub.aimind.so/designing-high-throughput-inference-apis-latency-batching-streaming-and-cost-tradeoffs-4206396e51329Google1
Snapshots
5822220c-0bc2-456a-a7a8-9bcfe3108738
Question set
ai-model-api-platforms-2026-07-26
Benchmark version
4-ai-model-api-platforms-2026-07-26-models-64232fd32583
What is kept
Measured in Brands. Full answers are not stored or published, and no customer data is included.

See how often AI names you.

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

  • Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
  • Who gets namedEvery competitor in the answers, most named first.
  • The pages AI readsThe sources behind each answer.
  • Three fixesWhat to fix first, with a brief for the first article.