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Buying question

Compare hosted model platforms for observability and production controls.

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.

Commercial

Kind of question

3

Model APIs

0

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 APIsMentionsNamed by

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-miniNone named77f9bcd7f9…e554e
Anthropicanthropic/claude-haiku-4-5None named0077de141d…1f8e4
Googlegoogle/gemini-2.5-flashNone named88b0d6e96b…5d203

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
coralogix.comhttps://coralogix.com/guides/observability/observability-platforms/1OpenAI1
mirantis.comhttps://mirantis.com/blog/ai-observability/1Google1
newrelic.comhttps://newrelic.com/blog/observability/observability-tools2OpenAI1
truefoundry.comhttps://truefoundry.com/blog/best-ai-observability-platforms-for-llms-in-20262Google1
honeycomb.iohttps://honeycomb.io/blog/best-ai-observability-tools3OpenAI1
latitude.sohttps://latitude.so/blog/ai-agent-observability-tools-developer-comparison-guide-2026-devto3Google1
fiddler.aihttps://fiddler.ai/compare/ai-observability4Google1
xurrent.comhttps://xurrent.com/blog/observability-tools4OpenAI1
confident-ai.comhttps://confident-ai.com/knowledge-base/compare/top-7-llm-observability-tools5Google1
parseable.comhttps://parseable.com/blog/ten-best-enterprise-observability-platforms-20265OpenAI1
augmentcode.comhttps://augmentcode.com/tools/best-observability-platforms6OpenAI1
mlflow.orghttps://mlflow.org/top-5-agent-observability-tools/6Google1
gartner.comhttps://gartner.com/reviews/market/observability-platforms7OpenAI1
pydantic.devhttps://pydantic.dev/articles/best-ai-observability-platform7Google1
laminar.shhttps://laminar.sh/article/top-6-agent-observability-platforms8Google1
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.