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Buying question

Should a production AI team prefer OpenTelemetry-compatible instrumentation or a proprietary tracing SDK?

Which brands each model API named when asked this question, and which pages it cited. Answer text is not published.
Snapshot Oct 22, 2026. Each category is re-run in rotation, every few weeks.

Commercial

Kind of question

3

Model APIs

2

Brands named

6

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
1Datadog LLM Observabilitydatadoghq.com23Anthropic · Google
2New Relic AI Observabilitynewrelic.com11Google

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-6-lunaNone named21d50c7389…6d652
Anthropicanthropic/claude-haiku-5.5Datadog LLM Observability44f7e2c334…c4016
Googlegoogle/gemini-3.1-flash-liteDatadog LLM Observability · New Relic AI Observability000c1c4ec8…89a93

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
notes.nicolevanderhoeven.comhttps://notes.nicolevanderhoeven.com/OpenTelemetry1Anthropic1
opentelemetry.iohttps://opentelemetry.io/docs/specs/semconv/gen-ai/1OpenAI1
lyzr.aihttps://lyzr.ai/blog/opentelemetry-genai-semantic-conventions/2Anthropic1
opentelemetry.iohttps://opentelemetry.io/blog/2025/ai-agent-observability/2OpenAI1
john-hodge.comhttps://john-hodge.com/blog/opentelemetry-genai-semantic-conventions/3Anthropic1
iotdigitaltwinplm.comhttps://iotdigitaltwinplm.com/opentelemetry-genai-semantic-conventions-llm-agent-observability-tracing-2026/4Anthropic1
Snapshots
b508948a-6a42-4345-b118-2d4a4bb38b87
Question set
llm-observability-platforms-2026-07-27
Benchmark version
4-llm-observability-platforms-2026-07-27-models-16124f05e021
What is kept
Measured in AI observability. 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.