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Datadog LLM Observability

Datadog LLM Observability in the public LLM Observability benchmark.
Latest evidence Oct 22, 20261 source

7

Boards it ranks on

#6

Best position, on LLM Observability Platform Rank

56

Published observations

14

Metrics

Rankings

Every board Datadog LLM Observability ranks on

As of Oct 22, 2026
BoardRankScoreMovementMethod
LLM Observability Platform Rank64.1667No changeHow it is measured (LLM Observability Platform Rank)
LLM Observability Brand Visibility511.1111Up 1How it is measured (LLM Observability Brand Visibility)
LLM Observability Citation Share72.7027No changeHow it is measured (LLM Observability Citation Share)
LLM Observability Engine Breadth53Up 2How it is measured (LLM Observability Engine Breadth)
LLM Observability Brands in OpenAI Model API Answers60Up 1How it is measured (LLM Observability Brands in OpenAI Model API Answers)
LLM Observability Brands in Anthropic Model API Answers80Down 1How it is measured (LLM Observability Brands in Anthropic Model API Answers)
LLM Observability Brands in Gemini Model API Answers512.5Up 3How it is measured (LLM Observability Brands in Gemini Model API Answers)

Evidence

Visibility, citations and market position

The latest reading of each of 14 metrics · public prompt benchmark · 100% confidence · Source: Rank.ai LLM Observability Prompt Benchmark
MetricValueKindPeriod or dateSource
Anthropic citation share4 readings0%derivedOct 22, 2026Open the record
Mention coverage4 readings11.1%measuredOct 22, 2026Open the record
Gemini mention coverage4 readings16.7%measuredOct 22, 2026Open the record
OpenAI recommendation-prompt presence4 readings0%measuredOct 22, 2026Open the record
Citation share4 readings2.7%derivedOct 22, 2026Open the record
Gemini citation share4 readings0%derivedOct 22, 2026Open the record
Reviewed-brand presence share4 readings8%derivedOct 22, 2026Open the record
Recommendation-prompt presence4 readings4.2%measuredOct 22, 2026Open the record
Gemini recommendation-prompt presence4 readings12.5%measuredOct 22, 2026Open the record
OpenAI citation share4 readings4.8%derivedOct 22, 2026Open the record
Engine breadth4 readings3enginesmeasuredOct 22, 2026Open the record
Anthropic recommendation-prompt presence4 readings0%measuredOct 22, 2026Open the record
OpenAI mention coverage4 readings8.3%measuredOct 22, 2026Open the record
Anthropic mention coverage4 readings8.3%measuredOct 22, 2026Open the record
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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.