LLM Observability Evals & Gateways AI Search Visibility Rankings

Public AI visibility report for LLM Observability Evals & Gateways companies

11 brands rankedUpdated Jul 31, 2026

Live category snapshot

30-day State of AI Search for LLM Observability Evals & Gateways

A tactical view of the current category: which surfaces were cited in the last 30 days, which brands lead the current public benchmark, and where content teams should strengthen proof before the broader market narrative gets set elsewhere.

Updated Aug 1, 2026 · last 30 days

Read the full benchmark

Citation records

3,580

422 cited domains

Top-3 citation share

37.3%

Share of citations in the first three source positions

Leading surface

Blog post

Most-cited content type in this category

Leading source class

Company and commercial sources

Where answer engines are finding evidence

Current benchmark leaders

#1Braintrust31.2%
#2LangChain20.8%
#3Langfuse16.8%
#4Confident AI16.0%
#5Galileo12.8%

Content surfaces cited

Blog post39.5%
Article15.7%
Documentation15.0%
Best-tools list9.7%
Comparison page9.2%

Platform citation activity

Perplexity
100 executions
9.50
citations/test
Bing Copilot
100 executions
8.56
citations/test
Gemini Search
100 executions
5.70
citations/test
ChatGPT Search
100 executions
4.80
citations/test
Google AI Mode
100 executions
2.94
citations/test

Source classes

Company and commercial sources82.0%
Editorial sources5.2%
Community sources4.4%
Reference and documentation sources3.5%
Educational sources1.7%
Other1.6%

Top cited domains

braintrust.dev274
futureagi.com212
getmaxim.ai177
confident-ai.com139
mlflow.org125
langfuse.com99
langchain.com92
reddit.com87

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